Pandas Profiling Report

Dataset statistics

Number of variables	225
Number of observations	561184
Missing cells	86103972
Missing cells (%)	68.2%
Total size in memory	963.3 MiB
Average record size in memory	1.8 KiB

Variable types

Numeric	61
Categorical	159
Unsupported	5

Alerts

`security_pledge` has constant value ""	Constant
`prospectus_issuer_name` has a high cardinality: 18920 distinct values	High cardinality
`issuer_cusip` has a high cardinality: 20621 distinct values	High cardinality
`issue_cusip` has a high cardinality: 10315 distinct values	High cardinality
`issue_name` has a high cardinality: 136216 distinct values	High cardinality
`maturity` has a high cardinality: 16750 distinct values	High cardinality
`treasury_maturity` has a high cardinality: 1939 distinct values	High cardinality
`offering_date` has a high cardinality: 12765 distinct values	High cardinality
`delivery_date` has a high cardinality: 11733 distinct values	High cardinality
`denomination` has a high cardinality: 163 distinct values	High cardinality
`defeased_date` has a high cardinality: 51 distinct values	High cardinality
`refunding_date` has a high cardinality: 681 distinct values	High cardinality
`isin` has a high cardinality: 559035 distinct values	High cardinality
`complete_cusip` has a high cardinality: 561184 distinct values	High cardinality
`effective_date` has a high cardinality: 11236 distinct values	High cardinality
`rating_decline_provision` has a high cardinality: 257 distinct values	High cardinality
`determination_date` has a high cardinality: 7739 distinct values	High cardinality
`reset_date` has a high cardinality: 8964 distinct values	High cardinality
`determination_date_orig` has a high cardinality: 8093 distinct values	High cardinality
`reset_date_orig` has a high cardinality: 8127 distinct values	High cardinality
`conv_commod_issuer` has a high cardinality: 3644 distinct values	High cardinality
`ticker` has a high cardinality: 3263 distinct values	High cardinality
`conv_eff_date` has a high cardinality: 6884 distinct values	High cardinality
`conv_exp_date` has a high cardinality: 5826 distinct values	High cardinality
`conv_redemp_date` has a high cardinality: 984 distinct values	High cardinality
`as_of_date` has a high cardinality: 5892 distinct values	High cardinality
`change_date` has a high cardinality: 6044 distinct values	High cardinality
`split_date` has a high cardinality: 310 distinct values	High cardinality
`conv_prohibited_from` has a high cardinality: 1140 distinct values	High cardinality
`coco_start_date` has a high cardinality: 1365 distinct values	High cardinality
`coco_end_date` has a high cardinality: 819 distinct values	High cardinality
`dated_date` has a high cardinality: 10783 distinct values	High cardinality
`first_interest_date` has a high cardinality: 12379 distinct values	High cardinality
`pay_in_kind_exp_date` has a high cardinality: 244 distinct values	High cardinality
`last_interest_date` has a high cardinality: 15403 distinct values	High cardinality
`filing_date` has a high cardinality: 460 distinct values	High cardinality
`settlement` has a high cardinality: 541 distinct values	High cardinality
`overallotment_expiration_date` has a high cardinality: 3023 distinct values	High cardinality
`exercised_date` has a high cardinality: 2388 distinct values	High cardinality
`notification_period` has a high cardinality: 462 distinct values	High cardinality
`next_put_date` has a high cardinality: 153 distinct values	High cardinality
`security_level` is highly imbalanced (66.1%)	Imbalance
`convertible` is highly imbalanced (91.3%)	Imbalance
`asset_backed` is highly imbalanced (98.0%)	Imbalance
`canadian` is highly imbalanced (74.3%)	Imbalance
`oid` is highly imbalanced (84.6%)	Imbalance
`foreign_currency` is highly imbalanced (90.6%)	Imbalance
`slob` is highly imbalanced (99.9%)	Imbalance
`issue_offered_global` is highly imbalanced (69.1%)	Imbalance
`settlement_type` is highly imbalanced (99.8%)	Imbalance
`comp_neg_exch_deal` is highly imbalanced (89.7%)	Imbalance
`sec_reg_type1` is highly imbalanced (73.7%)	Imbalance
`sec_reg_type2` is highly imbalanced (77.4%)	Imbalance
`rule_144a` is highly imbalanced (69.1%)	Imbalance
`unit_deal` is highly imbalanced (99.1%)	Imbalance
`form_of_own` is highly imbalanced (95.8%)	Imbalance
`denomination` is highly imbalanced (74.5%)	Imbalance
`covenants` is highly imbalanced (59.2%)	Imbalance
`defeased` is highly imbalanced (99.8%)	Imbalance
`defeasance_type` is highly imbalanced (68.2%)	Imbalance
`defaulted` is highly imbalanced (98.3%)	Imbalance
`tender_exch_offer` is highly imbalanced (83.2%)	Imbalance
`refund_protection` is highly imbalanced (94.8%)	Imbalance
`putable` is highly imbalanced (95.3%)	Imbalance
`overallotment_opt` is highly imbalanced (93.3%)	Imbalance
`announced_call` is highly imbalanced (99.8%)	Imbalance
`dep_eligibility` is highly imbalanced (64.0%)	Imbalance
`private_placement` is highly imbalanced (98.3%)	Imbalance
`press_release` is highly imbalanced (86.2%)	Imbalance
`perpetual` is highly imbalanced (96.1%)	Imbalance
`exchangeable` is highly imbalanced (54.2%)	Imbalance
`fungible` is highly imbalanced (65.5%)	Imbalance
`preferred_security` is highly imbalanced (50.6%)	Imbalance
`action_type` is highly imbalanced (60.0%)	Imbalance
`rating_decline_trigger_put` is highly imbalanced (90.5%)	Imbalance
`declining_net_worth` is highly imbalanced (93.6%)	Imbalance
`after_acquired_property_clause` is highly imbalanced (87.7%)	Imbalance
`economic_cov_def` is highly imbalanced (61.0%)	Imbalance
`greater_of` is highly imbalanced (99.6%)	Imbalance
`lesser_of` is highly imbalanced (99.9%)	Imbalance
`conv_commod_type` is highly imbalanced (84.5%)	Imbalance
`exchange` is highly imbalanced (75.8%)	Imbalance
`dilution_protection` is highly imbalanced (98.6%)	Imbalance
`conv_redemp_exception` is highly imbalanced (79.6%)	Imbalance
`conv_period_spec` is highly imbalanced (78.7%)	Imbalance
`reason` is highly imbalanced (82.1%)	Imbalance
`conditional_conv_terms` is highly imbalanced (70.6%)	Imbalance
`soft_call_make_whole` is highly imbalanced (98.1%)	Imbalance
`peps` is highly imbalanced (95.8%)	Imbalance
`percs` is highly imbalanced (99.8%)	Imbalance
`convert_on_call` is highly imbalanced (85.2%)	Imbalance
`coco_trigger_expressed_as` is highly imbalanced (85.1%)	Imbalance
`coco_change_frequency` is highly imbalanced (68.1%)	Imbalance
`coco_trade_days_in_previous` is highly imbalanced (84.2%)	Imbalance
`pay_in_kind` is highly imbalanced (98.6%)	Imbalance
`coupon_change_indicator` is highly imbalanced (68.3%)	Imbalance
`day_count_basis` is highly imbalanced (76.0%)	Imbalance
`currency` is highly imbalanced (51.7%)	Imbalance
`dividends_related_payments_is` is highly imbalanced (53.6%)	Imbalance
`funded_debt_is` is highly imbalanced (93.3%)	Imbalance
`investments` is highly imbalanced (86.1%)	Imbalance
`liens_is` is highly imbalanced (60.3%)	Imbalance
`maintenance_net_worth` is highly imbalanced (88.0%)	Imbalance
`senior_debt_issuance` is highly imbalanced (94.9%)	Imbalance
`stock_issuance_issuer` is highly imbalanced (84.6%)	Imbalance
`stock_transfer_sale_disp` is highly imbalanced (77.2%)	Imbalance
`subordinated_debt_issuance` is highly imbalanced (81.7%)	Imbalance
`net_earnings_test_issuance` is highly imbalanced (87.6%)	Imbalance
`fixed_charge_coverage_is` is highly imbalanced (56.3%)	Imbalance
`leverage_test_is` is highly imbalanced (99.1%)	Imbalance
`borrowing_restricted` is highly imbalanced (98.5%)	Imbalance
`funded_debt_sub` is highly imbalanced (92.9%)	Imbalance
`stock_issuance` is highly imbalanced (63.7%)	Imbalance
`preferred_stock_issuance` is highly imbalanced (59.9%)	Imbalance
`investments_unrestricted_subs` is highly imbalanced (89.9%)	Imbalance
`sale_xfer_assets_unrestricted` is highly imbalanced (97.1%)	Imbalance
`subsidiary_redesignation` is highly imbalanced (71.7%)	Imbalance
`subsidiary_guarantee` is highly imbalanced (51.4%)	Imbalance
`liens_sub` is highly imbalanced (64.6%)	Imbalance
`fixed_charge_coverage_sub` is highly imbalanced (56.8%)	Imbalance
`leverage_test_sub` is highly imbalanced (99.4%)	Imbalance
`security_pledge` has 561008 (> 99.9%) missing values	Missing
`gross_spread` has 348655 (62.1%) missing values	Missing
`selling_concession` has 413059 (73.6%) missing values	Missing
`reallowance` has 491675 (87.6%) missing values	Missing
`sec_reg_type1` has 17619 (3.1%) missing values	Missing
`sec_reg_type2` has 560978 (> 99.9%) missing values	Missing
`treasury_spread` has 498043 (88.7%) missing values	Missing
`treasury_maturity` has 532762 (94.9%) missing values	Missing
`offering_date` has 12863 (2.3%) missing values	Missing
`offering_price` has 34135 (6.1%) missing values	Missing
`offering_yield` has 278562 (49.6%) missing values	Missing
`delivery_date` has 18179 (3.2%) missing values	Missing
`defeasance_type` has 561132 (> 99.9%) missing values	Missing
`defeased_date` has 561109 (> 99.9%) missing values	Missing
`refunding_date` has 557859 (99.4%) missing values	Missing
`dep_eligibility` has 36467 (6.5%) missing values	Missing
`subsequent_data` has 119435 (21.3%) missing values	Missing
`press_release` has 559790 (99.8%) missing values	Missing
`sedol` has 561184 (100.0%) missing values	Missing
`registration_rights` has 556380 (99.1%) missing values	Missing
`action_price` has 359281 (64.0%) missing values	Missing
`action_amount` has 334198 (59.6%) missing values	Missing
`negative_pledge_covenant` has 515429 (91.8%) missing values	Missing
`covenant_defeas_wo_tax_conseq` has 515429 (91.8%) missing values	Missing
`legal_defeasance` has 515429 (91.8%) missing values	Missing
`defeasance_wo_tax_conseq` has 515429 (91.8%) missing values	Missing
`cross_default` has 515429 (91.8%) missing values	Missing
`cross_acceleration` has 515429 (91.8%) missing values	Missing
`change_control_put_provisions` has 515429 (91.8%) missing values	Missing
`voting_power_percentage` has 538879 (96.0%) missing values	Missing
`voting_power_percentage_erp` has 554906 (98.9%) missing values	Missing
`rating_decline_trigger_put` has 515429 (91.8%) missing values	Missing
`rating_decline_provision` has 560641 (99.9%) missing values	Missing
`declining_net_worth` has 515429 (91.8%) missing values	Missing
`declining_net_worth_trigger` has 560679 (99.9%) missing values	Missing
`declining_net_worth_percentage` has 555327 (99.0%) missing values	Missing
`declining_net_worth_provisions` has 561106 (> 99.9%) missing values	Missing
`after_acquired_property_clause` has 515429 (91.8%) missing values	Missing
`economic_cov_def` has 515429 (91.8%) missing values	Missing
`asset_sale_clause` has 515429 (91.8%) missing values	Missing
`fix_frequency` has 520934 (92.8%) missing values	Missing
`determination_date` has 521183 (92.9%) missing values	Missing
`greater_of` has 445449 (79.4%) missing values	Missing
`lesser_of` has 445449 (79.4%) missing values	Missing
`see_note` has 445447 (79.4%) missing values	Missing
`reset_date` has 521267 (92.9%) missing values	Missing
`determination_date_orig` has 520932 (92.8%) missing values	Missing
`reset_date_orig` has 521026 (92.8%) missing values	Missing
`conv_commod_cusip` has 555538 (99.0%) missing values	Missing
`conv_commod_issuer` has 501489 (89.4%) missing values	Missing
`conv_commod_type` has 501992 (89.5%) missing values	Missing
`exchange` has 502251 (89.5%) missing values	Missing
`ticker` has 502372 (89.5%) missing values	Missing
`conv_price` has 554886 (98.9%) missing values	Missing
`qty_of_commod` has 554860 (98.9%) missing values	Missing
`percent_of_outstanding_commod` has 555668 (99.0%) missing values	Missing
`conv_cash` has 559908 (99.8%) missing values	Missing
`conv_eff_date` has 501500 (89.4%) missing values	Missing
`conv_exp_date` has 501705 (89.4%) missing values	Missing
`dilution_protection` has 501639 (89.4%) missing values	Missing
`commod_price` has 502072 (89.5%) missing values	Missing
`conv_premium` has 554976 (98.9%) missing values	Missing
`conv_redemp_exception` has 521805 (93.0%) missing values	Missing
`conv_redemp_date` has 559584 (99.7%) missing values	Missing
`conv_price_percent` has 559140 (99.6%) missing values	Missing
`conv_part_trade_days` has 559153 (99.6%) missing values	Missing
`conv_total_trade_days` has 559153 (99.6%) missing values	Missing
`conv_period_spec` has 521828 (93.0%) missing values	Missing
`conv_period_days` has 559819 (99.8%) missing values	Missing
`agent_id` has 501853 (89.4%) missing values	Missing
`shares_outstanding` has 556029 (99.1%) missing values	Missing
`orig_conv_price` has 554832 (98.9%) missing values	Missing
`orig_commod_price` has 502065 (89.5%) missing values	Missing
`orig_conv_premium` has 554964 (98.9%) missing values	Missing
`orig_shares_outstanding` has 556456 (99.2%) missing values	Missing
`orig_percent_outstanding_com` has 555766 (99.0%) missing values	Missing
`orig_qty_of_commod` has 554885 (98.9%) missing values	Missing
`as_of_date` has 501452 (89.4%) missing values	Missing
`reason` has 502854 (89.6%) missing values	Missing
`change_date` has 501452 (89.4%) missing values	Missing
`split_date` has 560530 (99.9%) missing values	Missing
`split_ratio` has 560530 (99.9%) missing values	Missing
`conditional_conv_terms` has 522172 (93.0%) missing values	Missing
`soft_call_make_whole` has 523231 (93.2%) missing values	Missing
`peps` has 523207 (93.2%) missing values	Missing
`percs` has 523299 (93.2%) missing values	Missing
`conv_prohibited_from` has 559523 (99.7%) missing values	Missing
`convert_on_call` has 522837 (93.2%) missing values	Missing
`coco_start_date` has 559034 (99.6%) missing values	Missing
`coco_end_date` has 559063 (99.6%) missing values	Missing
`coco_initial_trigger_percent` has 559137 (99.6%) missing values	Missing
`coco_trigger_expressed_as` has 559142 (99.6%) missing values	Missing
`coco_change_rate` has 559660 (99.7%) missing values	Missing
`coco_min_trigger_level` has 559366 (99.7%) missing values	Missing
`coco_change_frequency` has 559156 (99.6%) missing values	Missing
`coco_trade_days` has 559164 (99.6%) missing values	Missing
`coco_trade_days_in_previous` has 559161 (99.6%) missing values	Missing
`sc_make_whole_start_date` has 561139 (> 99.9%) missing values	Missing
`sc_make_whole_end_date` has 561139 (> 99.9%) missing values	Missing
`sc_make_whole_decrement_type` has 561142 (> 99.9%) missing values	Missing
`sc_make_whole_initial_amount` has 561163 (> 99.9%) missing values	Missing
`sc_make_whole_change_percent` has 561163 (> 99.9%) missing values	Missing
`peps_max_conversion_ratio` has 561010 (> 99.9%) missing values	Missing
`peps_min_conversion_ratio` has 561010 (> 99.9%) missing values	Missing
`peps_higher_price` has 561010 (> 99.9%) missing values	Missing
`peps_lower_price` has 561010 (> 99.9%) missing values	Missing
`peps_issue_price` has 561022 (> 99.9%) missing values	Missing
`percs_max_payoff` has 561181 (> 99.9%) missing values	Missing
`dated_date` has 17777 (3.2%) missing values	Missing
`first_interest_date` has 114332 (20.4%) missing values	Missing
`coupon` has 80086 (14.3%) missing values	Missing
`pay_in_kind` has 118847 (21.2%) missing values	Missing
`pay_in_kind_exp_date` has 560853 (99.9%) missing values	Missing
`last_interest_date` has 163278 (29.1%) missing values	Missing
`next_interest_date` has 561184 (100.0%) missing values	Missing
`currency` has 554471 (98.8%) missing values	Missing
`amt_offered` has 554471 (98.8%) missing values	Missing
`conversion_rate` has 561136 (> 99.9%) missing values	Missing
`consolidation_merger` has 515432 (91.8%) missing values	Missing
`dividends_related_payments_is` has 515432 (91.8%) missing values	Missing
`funded_debt_is` has 515432 (91.8%) missing values	Missing
`indebtedness_is` has 515432 (91.8%) missing values	Missing
`investments` has 515432 (91.8%) missing values	Missing
`liens_is` has 515432 (91.8%) missing values	Missing
`maintenance_net_worth` has 515432 (91.8%) missing values	Missing
`restricted_payments` has 515432 (91.8%) missing values	Missing
`sales_leaseback_is` has 515432 (91.8%) missing values	Missing
`sale_assets` has 515432 (91.8%) missing values	Missing
`senior_debt_issuance` has 515432 (91.8%) missing values	Missing
`stock_issuance_issuer` has 515432 (91.8%) missing values	Missing
`stock_transfer_sale_disp` has 515432 (91.8%) missing values	Missing
`subordinated_debt_issuance` has 515432 (91.8%) missing values	Missing
`transaction_affiliates` has 515432 (91.8%) missing values	Missing
`net_earnings_test_issuance` has 515432 (91.8%) missing values	Missing
`fixed_charge_coverage_is` has 515432 (91.8%) missing values	Missing
`leverage_test_is` has 515432 (91.8%) missing values	Missing
`issuer_id_affected` has 560023 (99.8%) missing values	Missing
`filing_date` has 560023 (99.8%) missing values	Missing
`settlement` has 560077 (99.8%) missing values	Missing
`other_sec_type` has 561154 (> 99.9%) missing values	Missing
`other_sec_issuer` has 561107 (> 99.9%) missing values	Missing
`sec_cusip` has 561173 (> 99.9%) missing values	Missing
`quantity` has 561106 (> 99.9%) missing values	Missing
`date_transferable` has 561154 (> 99.9%) missing values	Missing
`date_subj_adjustment` has 561154 (> 99.9%) missing values	Missing
`market_price` has 561125 (> 99.9%) missing values	Missing
`allocated_offering_price_other` has 561118 (> 99.9%) missing values	Missing
`overallotment_expiration_date` has 556812 (99.2%) missing values	Missing
`exercised` has 557173 (99.3%) missing values	Missing
`exercised_date` has 558015 (99.4%) missing values	Missing
`amount` has 556902 (99.2%) missing values	Missing
`notification_period` has 559100 (99.6%) missing values	Missing
`next_put_date` has 560943 (> 99.9%) missing values	Missing
`next_put_price` has 560941 (> 99.9%) missing values	Missing
`borrowing_restricted` has 515432 (91.8%) missing values	Missing
`dividends_related_payments_sub` has 515432 (91.8%) missing values	Missing
`funded_debt_sub` has 515432 (91.8%) missing values	Missing
`indebtedness_sub` has 515432 (91.8%) missing values	Missing
`stock_issuance` has 515432 (91.8%) missing values	Missing
`preferred_stock_issuance` has 515432 (91.8%) missing values	Missing
`investments_unrestricted_subs` has 515432 (91.8%) missing values	Missing
`sale_xfer_assets_unrestricted` has 515432 (91.8%) missing values	Missing
`subsidiary_redesignation` has 515432 (91.8%) missing values	Missing
`subsidiary_guarantee` has 515432 (91.8%) missing values	Missing
`sales_leaseback_sub` has 515432 (91.8%) missing values	Missing
`liens_sub` has 515432 (91.8%) missing values	Missing
`fixed_charge_coverage_sub` has 515432 (91.8%) missing values	Missing
`leverage_test_sub` has 515432 (91.8%) missing values	Missing
`unit_cusip` has 560998 (> 99.9%) missing values	Missing
`total_units_offered` has 561016 (> 99.9%) missing values	Missing
`principal_amt_per_unit` has 561029 (> 99.9%) missing values	Missing
`allocated_offering_price_unit` has 560968 (> 99.9%) missing values	Missing
`gross_spread` is highly skewed (γ1 = 326.5143639)	Skewed
`selling_concession` is highly skewed (γ1 = 283.0784248)	Skewed
`reallowance` is highly skewed (γ1 = 263.6455954)	Skewed
`offering_amt` is highly skewed (γ1 = 164.8115636)	Skewed
`offering_price` is highly skewed (γ1 = 302.3042203)	Skewed
`offering_yield` is highly skewed (γ1 = 531.5041634)	Skewed
`principal_amt` is highly skewed (γ1 = 282.5217547)	Skewed
`action_price` is highly skewed (γ1 = 388.8830975)	Skewed
`action_amount` is highly skewed (γ1 = 229.9638808)	Skewed
`amount_outstanding` is highly skewed (γ1 = 349.2550159)	Skewed
`voting_power_percentage_erp` is highly skewed (γ1 = 65.35959217)	Skewed
`conv_price` is highly skewed (γ1 = 47.14630946)	Skewed
`percent_of_outstanding_commod` is highly skewed (γ1 = 70.32664758)	Skewed
`conv_cash` is highly skewed (γ1 = 24.65621726)	Skewed
`commod_price` is highly skewed (γ1 = 120.8609144)	Skewed
`conv_premium` is highly skewed (γ1 = 50.47190035)	Skewed
`orig_conv_price` is highly skewed (γ1 = 49.64510861)	Skewed
`orig_commod_price` is highly skewed (γ1 = 119.4230657)	Skewed
`orig_conv_premium` is highly skewed (γ1 = 75.92180339)	Skewed
`orig_percent_outstanding_com` is highly skewed (γ1 = 73.16424642)	Skewed
`orig_qty_of_commod` is highly skewed (γ1 = 53.26868872)	Skewed
`amt_offered` is highly skewed (γ1 = 48.4082822)	Skewed
`amount` is highly skewed (γ1 = 47.88437067)	Skewed
`issue_id` has unique values	Unique
`complete_cusip` has unique values	Unique
`sedol` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`conv_commod_cusip` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`next_interest_date` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`sec_cusip` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`unit_cusip` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`gross_spread` has 25392 (4.5%) zeros	Zeros
`selling_concession` has 22388 (4.0%) zeros	Zeros
`reallowance` has 18391 (3.3%) zeros	Zeros
`treasury_spread` has 16128 (2.9%) zeros	Zeros
`amount_outstanding` has 456041 (81.3%) zeros	Zeros
`voting_power_percentage_erp` has 6256 (1.1%) zeros	Zeros
`declining_net_worth_percentage` has 5639 (1.0%) zeros	Zeros
`interest_frequency` has 105541 (18.8%) zeros	Zeros
`coupon` has 111965 (20.0%) zeros	Zeros

Reproduction

Analysis started	2023-03-30 16:44:44.761625
Analysis finished	2023-03-30 16:45:16.305537
Duration	31.54 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Distinct	500000
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	226078.1853

Minimum	0
Maximum	499999
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	14029.15
Q1	79111.75
median	219407.5
Q3	359703.25
95-th percentile	471939.85
Maximum	499999
Range	499999
Interquartile range (IQR)	280591.5

Descriptive statistics

Standard deviation	152552.6034
Coefficient of variation (CV)	0.6747780783
Kurtosis	-1.288151716
Mean	226078.1853
Median Absolute Deviation (MAD)	140296
Skewness	0.1436078777
Sum	1.268714603 × 10¹¹
Variance	2.327229681 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	< 0.1%
40795	2	< 0.1%
40783	2	< 0.1%
40784	2	< 0.1%
40785	2	< 0.1%
40786	2	< 0.1%
40787	2	< 0.1%
40788	2	< 0.1%
40789	2	< 0.1%
40790	2	< 0.1%
Other values (499990)	561164	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
499999	1	< 0.1%
499998	1	< 0.1%
499997	1	< 0.1%
499996	1	< 0.1%
499995	1	< 0.1%

issue_id
Real number (ℝ)

Distinct	561184
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	509570.505

Minimum	1
Maximum	1042557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	1
5-th percentile	33794.15
Q1	166955.75
median	553395
Q3	754332.5
95-th percentile	1001197.85
Maximum	1042557
Range	1042556
Interquartile range (IQR)	587376.75

Descriptive statistics

Standard deviation	321824.275
Coefficient of variation (CV)	0.6315598565
Kurtosis	-1.299860495
Mean	509570.505
Median Absolute Deviation (MAD)	283737
Skewness	-0.05286287657
Sum	2.859628143 × 10¹¹
Variance	1.03570864 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
697086	1	< 0.1%
697074	1	< 0.1%
697076	1	< 0.1%
697078	1	< 0.1%
697080	1	< 0.1%
697082	1	< 0.1%
697084	1	< 0.1%
697088	1	< 0.1%
697036	1	< 0.1%
Other values (561174)	561174	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1042557	1	< 0.1%
1042556	1	< 0.1%
1042555	1	< 0.1%
1042554	1	< 0.1%
1042553	1	< 0.1%

issuer_id
Real number (ℝ)

Distinct	16548
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18680.76198

Minimum	3
Maximum	51760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	3
5-th percentile	1484
Q1	1489
median	5099
Q3	37581
95-th percentile	46419
Maximum	51760
Range	51757
Interquartile range (IQR)	36092

Descriptive statistics

Standard deviation	18509.9584
Coefficient of variation (CV)	0.9908567126
Kurtosis	-1.74687919
Mean	18680.76198
Median Absolute Deviation (MAD)	3844
Skewness	0.2986907322
Sum	1.048334473 × 10¹⁰
Variance	342618560.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1489	105092	18.7%
1494	35797	6.4%
41105	35106	6.3%
1497	29948	5.3%
1484	21783	3.9%
29777	21432	3.8%
46451	18485	3.3%
40163	13968	2.5%
37118	12053	2.1%
8276	11539	2.1%
Other values (16538)	255981	45.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	15	< 0.1%
4	1887	0.3%
6	5	< 0.1%
7	3	< 0.1%
8	4	< 0.1%

Value	Count	Frequency (%)
51760	1	< 0.1%
51702	1	< 0.1%
51689	1	< 0.1%
51685	1	< 0.1%
51684	1	< 0.1%

prospectus_issuer_name
Categorical

Distinct	18920
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

FEDERAL HOME LN BKS	103315
UBS AG LONDON BRH	35101
FEDERAL HOME LN MTG CORP MTN	29588
FEDERAL NATL MTG ASSN	23498
BARCLAYS BK PLC	21433
Other values (18915)	348249

Overview
Categories

Unique

Unique	8653 ?
Unique (%)	1.5%

Sample

1st row	AAR CORP
2nd row	AAR CORP
3rd row	ABN AMRO BK N V N Y BRH
4th row	ABN AMRO BK N V N Y BRH
5th row	ABN AMRO BK N V N Y BRH

Common Values

Value	Count	Frequency (%)
FEDERAL HOME LN BKS	103315	18.4%
UBS AG LONDON BRH	35101	6.3%
FEDERAL HOME LN MTG CORP MTN	29588	5.3%
FEDERAL NATL MTG ASSN	23498	4.2%
BARCLAYS BK PLC	21433	3.8%
FEDERAL FARM CR BKS CONS SYSTEMWIDE BDS	19120	3.4%
JPMORGAN CHASE FINL CO LLC	18484	3.3%
GS FIN CORP	13966	2.5%
CITIGROUP GLOBAL MKTS HLDGS INC	12026	2.1%
ROYAL BK CDA	11538	2.1%
Other values (18910)	273115	48.7%

issuer_cusip
Categorical

Distinct	20621
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

36962G	944
312923	908
3133M1	906
313394	906
38143U	905
Other values (20616)	556615

Overview
Categories

Unique

Unique	7964 ?
Unique (%)	1.4%

Sample

1st row	000361
2nd row	000361
3rd row	00077D
4th row	00077D
5th row	00077T

Common Values

Value	Count	Frequency (%)
36962G	944	0.2%
312923	908	0.2%
3133M1	906	0.2%
313394	906	0.2%
38143U	905	0.2%
312925	904	0.2%
313395	904	0.2%
313393	903	0.2%
3133M5	902	0.2%
3133M0	902	0.2%
Other values (20611)	552100	98.4%

issue_cusip
Categorical

Distinct	10315
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

AA8	1330
AA1	1316
AA9	1307
AA7	1297
AA5	1295
Other values (10310)	554639

Overview
Categories

Unique

Unique	298 ?
Unique (%)	0.1%

Sample

1st row	AA3
2nd row	AB1
3rd row	AB5
4th row	AF6
5th row	AA2

Common Values

Value	Count	Frequency (%)
AA8	1330	0.2%
AA1	1316	0.2%
AA9	1307	0.2%
AA7	1297	0.2%
AA5	1295	0.2%
AA3	1293	0.2%
AA4	1285	0.2%
AA6	1277	0.2%
AA0	1265	0.2%
AA2	1247	0.2%
Other values (10305)	548272	97.7%

issue_name
Categorical

Distinct	136216
Distinct (%)	24.3%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

NT	28350
MTN	27455
BD	17206
MTN FLTG RT EQUITY-LINKED (TRIGGER PHOENIX AUTOCALLABLE OPT)	10647
DEB	6418
Other values (136211)	471108

Overview
Categories

Unique

Unique	125755 ?
Unique (%)	22.4%

Sample

1st row	NT
2nd row	NT
3rd row	MTN
4th row	SUB DEP NT SER B
5th row	SUB DEP NT SER B

Common Values

Value	Count	Frequency (%)
NT	28350	5.1%
MTN	27455	4.9%
BD	17206	3.1%
MTN FLTG RT EQUITY-LINKED (TRIGGER PHOENIX AUTOCALLABLE OPT)	10647	1.9%
DEB	6418	1.1%
SR NT RULE 144A	6357	1.1%
SR NT	6055	1.1%
MTN FLTG RT RULE 144A	5477	1.0%
MTN STEP-UP	5410	1.0%
MTN FLTG RT SER B EQUITY-LINKED (TRIGGER PHOENIX AUTOCALL OPT)	4928	0.9%
Other values (136206)	442881	78.9%

maturity
Categorical

Distinct	16750
Distinct (%)	3.0%
Missing	2290
Missing (%)	0.4%
Memory size	4.3 MiB

2021-09-30	427
2023-08-31	409
2024-05-31	391
2023-06-15	388
2021-06-30	381
Other values (16745)	556898

Overview
Categories

Unique

Unique	3110 ?
Unique (%)	0.6%

Sample

1st row	2001-11-01
2nd row	2003-10-15
3rd row	1996-01-12
4th row	2009-08-01
5th row	2023-05-15

Common Values

Value	Count	Frequency (%)
2021-09-30	427	0.1%
2023-08-31	409	0.1%
2024-05-31	391	0.1%
2023-06-15	388	0.1%
2021-06-30	381	0.1%
2022-06-30	379	0.1%
2022-11-30	368	0.1%
2008-04-30	360	0.1%
2023-02-28	355	0.1%
2019-09-30	355	0.1%
Other values (16740)	555081	98.9%
(Missing)	2290	0.4%

security_level
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	348
Missing (%)	0.1%
Memory size	4.3 MiB

SEN	441971
NON	96568
SS	10213
SENS	9208
SUB	2524
Other values (2)	352

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SEN
2nd row	SEN
3rd row	SEN
4th row	SENS
5th row	SUB

Common Values

Value	Count	Frequency (%)
SEN	441971	78.8%
NON	96568	17.2%
SS	10213	1.8%
SENS	9208	1.6%
SUB	2524	0.4%
JUNS	337	0.1%
JUN	15	< 0.1%
(Missing)	348	0.1%

Common Values (Plot)

security_pledge
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	0.6%
Missing	561008
Missing (%)	> 99.9%
Memory size	4.3 MiB

M	176

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	176	< 0.1%
(Missing)	561008	> 99.9%

Common Values (Plot)

enhancement
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	724
Missing (%)	0.1%
Memory size	4.3 MiB

N	478295
Y	82165

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	478295	85.2%
Y	82165	14.6%
(Missing)	724	0.1%

Common Values (Plot)

coupon_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	31
Missing (%)	< 0.1%
Memory size	4.3 MiB

F	296824
V	158415
Z	105914

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	F
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
F	296824	52.9%
V	158415	28.2%
Z	105914	18.9%
(Missing)	31	< 0.1%

Common Values (Plot)

convertible
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	925
Missing (%)	0.2%
Memory size	4.3 MiB

N	554156
Y	6103

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	554156	98.7%
Y	6103	1.1%
(Missing)	925	0.2%

Common Values (Plot)

mtn
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	34
Missing (%)	< 0.1%
Memory size	4.3 MiB

Y	312774
N	248376

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
Y	312774	55.7%
N	248376	44.3%
(Missing)	34	< 0.1%

Common Values (Plot)

asset_backed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	928
Missing (%)	0.2%
Memory size	4.3 MiB

N	559166
Y	1090

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	559166	99.6%
Y	1090	0.2%
(Missing)	928	0.2%

Common Values (Plot)

yankee
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	717
Missing (%)	0.1%
Memory size	4.3 MiB

N	463363
Y	97104

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	463363	82.6%
Y	97104	17.3%
(Missing)	717	0.1%

Common Values (Plot)

canadian
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	882
Missing (%)	0.2%
Memory size	4.3 MiB

N	536067
Y	24235

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	536067	95.5%
Y	24235	4.3%
(Missing)	882	0.2%

Common Values (Plot)

oid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	924
Missing (%)	0.2%
Memory size	4.3 MiB

N	547804
Y	12456

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	547804	97.6%
Y	12456	2.2%
(Missing)	924	0.2%

Common Values (Plot)

foreign_currency
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

N	554470
Y	6714

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	554470	98.8%
Y	6714	1.2%

Common Values (Plot)

slob
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	928
Missing (%)	0.2%
Memory size	4.3 MiB

N	560225
Y	31

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	560225	99.8%
Y	31	< 0.1%
(Missing)	928	0.2%

Common Values (Plot)

issue_offered_global
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	813
Missing (%)	0.1%
Memory size	4.3 MiB

N	529349
Y	31022

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	529349	94.3%
Y	31022	5.5%
(Missing)	813	0.1%

Common Values (Plot)

settlement_type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	93
Missing (%)	< 0.1%
Memory size	4.3 MiB

S	560996
N	95

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	S
2nd row	S
3rd row	S
4th row	S
5th row	S

Common Values

Value	Count	Frequency (%)
S	560996	> 99.9%
N	95	< 0.1%
(Missing)	93	< 0.1%

Common Values (Plot)

gross_spread
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	9285
Distinct (%)	4.4%
Missing	348655
Missing (%)	62.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.763115679

Minimum	0
Maximum	45000
Zeros	25392
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	1.8
Q3	4.5
95-th percentile	20
Maximum	45000
Range	45000
Interquartile range (IQR)	3.75

Descriptive statistics

Standard deviation	121.8781552
Coefficient of variation (CV)	25.58790578
Kurtosis	111203.0936
Mean	4.763115679
Median Absolute Deviation (MAD)	1.33
Skewness	326.5143639
Sum	1012300.212
Variance	14854.28472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25392	4.5%
2	13846	2.5%
1.5	13413	2.4%
1.25	10568	1.9%
3	10191	1.8%
2.5	7016	1.3%
1.75	5482	1.0%
1	5369	1.0%
6.5	5284	0.9%
8.75	4443	0.8%
Other values (9275)	111525	19.9%
(Missing)	348655	62.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25392	4.5%
0.001	9	< 0.1%
0.0017	1	< 0.1%
0.002	18	< 0.1%
0.0025	1	< 0.1%

Value	Count	Frequency (%)
45000	1	< 0.1%
32500	1	< 0.1%
5043	1	< 0.1%
3000	2	< 0.1%
2500	1	< 0.1%

selling_concession
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1054
Distinct (%)	0.7%
Missing	413059
Missing (%)	73.6%
Infinite	0
Infinite (%)	0.0%
Mean	2.905805492

Minimum	0
Maximum	30000
Zeros	22388
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	1.3
Q3	2.5
95-th percentile	10.625
Maximum	30000
Range	30000
Interquartile range (IQR)	1.75

Descriptive statistics

Standard deviation	94.16006429
Coefficient of variation (CV)	32.40411808
Kurtosis	83274.14834
Mean	2.905805492
Median Absolute Deviation (MAD)	0.95
Skewness	283.0784248
Sum	430422.4385
Variance	8866.117707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22388	4.0%
1.25	17934	3.2%
1.5	17899	3.2%
1	14981	2.7%
2.5	10950	2.0%
2	7858	1.4%
4	6253	1.1%
5	5087	0.9%
0.75	4641	0.8%
0.5	4560	0.8%
Other values (1044)	35574	6.3%
(Missing)	413059	73.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22388	4.0%
0.002	1	< 0.1%
0.005	8	< 0.1%
0.006	1	< 0.1%
0.01	30	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
20000	1	< 0.1%
1875	1	< 0.1%
1500	2	< 0.1%
1010.9375	1	< 0.1%

reallowance
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	303
Distinct (%)	0.4%
Missing	491675
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	2153.54541

Minimum	0
Maximum	149557500
Zeros	18391
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.25
Q3	2.5
95-th percentile	6.25
Maximum	149557500
Range	149557500
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	567267.1976
Coefficient of variation (CV)	263.4108364
Kurtosis	69508.99997
Mean	2153.54541
Median Absolute Deviation (MAD)	1.25
Skewness	263.6455954
Sum	149690787.9
Variance	3.217920735 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18391	3.3%
2.5	15604	2.8%
1.25	5311	0.9%
1	4911	0.9%
2	3707	0.7%
1.5	3385	0.6%
0.75	2444	0.4%
3.5	1495	0.3%
2.25	1365	0.2%
0.5	1333	0.2%
Other values (293)	11563	2.1%
(Missing)	491675	87.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	18391	3.3%
0.005	1	< 0.1%
0.01	4	< 0.1%
0.01134	1	< 0.1%
0.025	3	< 0.1%

Value	Count	Frequency (%)
149557500	1	< 0.1%
1250	1	< 0.1%
1011.07375	1	< 0.1%
1000	1	< 0.1%
250	4	< 0.1%

comp_neg_exch_deal
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	4.3 MiB

NEG	548465
EXCH	12046
COMP	665

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NEG
2nd row	NEG
3rd row	NEG
4th row	NEG
5th row	NEG

Common Values

Value	Count	Frequency (%)
NEG	548465	97.7%
EXCH	12046	2.1%
COMP	665	0.1%
(Missing)	8	< 0.1%

Common Values (Plot)

rule_415_reg
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	794
Missing (%)	0.1%
Memory size	4.3 MiB

Y	281234
N	279156

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
Y	281234	50.1%
N	279156	49.7%
(Missing)	794	0.1%

Common Values (Plot)

sec_reg_type1
Categorical

IMBALANCE MISSING

Distinct	27
Distinct (%)	< 0.1%
Missing	17619
Missing (%)	3.1%
Memory size	4.3 MiB

RBNA	288453
NR	235741
S-3	11439
S-4	4084
F-3	911
Other values (22)	2937

Overview
Categories

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	RBNA
2nd row	S-3
3rd row	RBNA
4th row	NR
5th row	NR

Common Values

Value	Count	Frequency (%)
RBNA	288453	51.4%
NR	235741	42.0%
S-3	11439	2.0%
S-4	4084	0.7%
F-3	911	0.2%
RS	898	0.2%
S-1	794	0.1%
F-4	517	0.1%
S-2	163	< 0.1%
F-10	144	< 0.1%
Other values (17)	421	0.1%
(Missing)	17619	3.1%

sec_reg_type2
Categorical

IMBALANCE MISSING

Distinct	6
Distinct (%)	2.9%
Missing	560978
Missing (%)	> 99.9%
Memory size	4.3 MiB

NR	186
S-3	15
F-10	2
F-3	1
A	1

Overview
Categories

Unique

Unique	3 ?
Unique (%)	1.5%

Sample

1st row	NR
2nd row	NR
3rd row	NR
4th row	NR
5th row	NR

Common Values

Value	Count	Frequency (%)
NR	186	< 0.1%
S-3	15	< 0.1%
F-10	2	< 0.1%
F-3	1	< 0.1%
A	1	< 0.1%
S-1	1	< 0.1%
(Missing)	560978	> 99.9%

Common Values (Plot)

rule_144a
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

N	530140
Y	31044

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	530140	94.5%
Y	31044	5.5%

Common Values (Plot)

treasury_spread
Real number (ℝ)

MISSING ZEROS

Distinct	2916
Distinct (%)	4.6%
Missing	498043
Missing (%)	88.7%
Infinite	0
Infinite (%)	0.0%
Mean	138.419537

Minimum	-292
Maximum	3916
Zeros	16128
Zeros (%)	2.9%
Negative	68
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-292
5-th percentile	0
Q1	0
median	81
Q3	175
95-th percentile	540
Maximum	3916
Range	4208
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	181.0807358
Coefficient of variation (CV)	1.308202149
Kurtosis	8.337203624
Mean	138.419537
Median Absolute Deviation (MAD)	81
Skewness	2.279389946
Sum	8739947.986
Variance	32790.23287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16128	2.9%
100	617	0.1%
90	596	0.1%
80	572	0.1%
95	570	0.1%
120	560	0.1%
70	528	0.1%
105	525	0.1%
110	522	0.1%
115	517	0.1%
Other values (2906)	42006	7.5%
(Missing)	498043	88.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-292	1	< 0.1%
-290	1	< 0.1%
-288	1	< 0.1%
-287	1	< 0.1%
-286.5	1	< 0.1%

Value	Count	Frequency (%)
3916	1	< 0.1%
1654	1	< 0.1%
1568	1	< 0.1%
1532	1	< 0.1%
1501	1	< 0.1%

treasury_maturity
Categorical

HIGH CARDINALITY MISSING

Distinct	1939
Distinct (%)	6.8%
Missing	532762
Missing (%)	94.9%
Memory size	4.3 MiB

10 YEAR	3472
5 YEAR	2579
3 YEAR	1578
30 YEAR	1214
7 YEAR	960
Other values (1934)	18619

Overview
Categories

Unique

Unique	855 ?
Unique (%)	3.0%

Sample

1st row	10 YEAR
2nd row	2 YEAR
3rd row	10 YEAR
4th row	30 YEAR
5th row	30 YEAR

Common Values

Value	Count	Frequency (%)
10 YEAR	3472	0.6%
5 YEAR	2579	0.5%
3 YEAR	1578	0.3%
30 YEAR	1214	0.2%
7 YEAR	960	0.2%
2 YEAR	828	0.1%
1 YEAR	549	0.1%
4 YEAR	301	0.1%
912828Z94	209	< 0.1%
912828KQ2	173	< 0.1%
Other values (1929)	16559	3.0%
(Missing)	532762	94.9%

offering_amt
Real number (ℝ)

Distinct	37250
Distinct (%)	6.6%
Missing	61
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	348951.3876

Minimum	0
Maximum	2000000000
Zeros	83
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	100
Q1	1810
median	15000
Q3	75000
95-th percentile	750000
Maximum	2000000000
Range	2000000000
Interquartile range (IQR)	73190

Descriptive statistics

Standard deviation	6665280.246
Coefficient of variation (CV)	19.10088477
Kurtosis	38241.93252
Mean	348951.3876
Median Absolute Deviation (MAD)	14520
Skewness	164.8115636
Sum	1.958046494 × 10¹¹
Variance	4.442596075 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25000	37840	6.7%
50000	30316	5.4%
15000	26919	4.8%
100000	21412	3.8%
1	15920	2.8%
500000	11247	2.0%
10000	11054	2.0%
250000	10873	1.9%
20000	9389	1.7%
200000	8385	1.5%
Other values (37240)	377768	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	83	< 0.1%
0.04	1	< 0.1%
0.45	1	< 0.1%
1	15920	2.8%
1.06	1	< 0.1%

Value	Count	Frequency (%)
2000000000	1	< 0.1%
1924515000	1	< 0.1%
1420000000	1	< 0.1%
1250000000	1	< 0.1%
1000000000	4	< 0.1%

offering_date
Categorical

HIGH CARDINALITY MISSING

Distinct	12765
Distinct (%)	2.3%
Missing	12863
Missing (%)	2.3%
Memory size	4.3 MiB

2022-04-29	471
2021-03-26	450
2021-01-29	427
2020-11-24	413
2020-01-28	409
Other values (12760)	546151

Overview
Categories

Unique

Unique	2263 ?
Unique (%)	0.4%

Sample

1st row	1989-10-24
2nd row	1993-10-12
3rd row	1994-01-07
4th row	1994-07-27
5th row	1993-05-20

Common Values

Value	Count	Frequency (%)
2022-04-29	471	0.1%
2021-03-26	450	0.1%
2021-01-29	427	0.1%
2020-11-24	413	0.1%
2020-01-28	409	0.1%
2020-02-28	408	0.1%
2021-02-26	400	0.1%
2020-02-25	397	0.1%
2021-09-27	396	0.1%
2022-05-31	393	0.1%
Other values (12755)	544157	97.0%
(Missing)	12863	2.3%

offering_price
Real number (ℝ)

MISSING SKEWED

Distinct	8238
Distinct (%)	1.6%
Missing	34135
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	99.30603505

Minimum	0
Maximum	10010
Zeros	2191
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	99.69564
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	10010
Range	10010
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.28913944
Coefficient of variation (CV)	0.1942393474
Kurtosis	141617.3136
Mean	99.30603505
Median Absolute Deviation (MAD)	0
Skewness	302.3042203
Sum	52339146.47
Variance	372.0709005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	475288	84.7%
0	2191	0.4%
99.5	631	0.1%
99.75	522	0.1%
99	367	0.1%
99.875	289	0.1%
99.25	276	< 0.1%
99.9	238	< 0.1%
99.8	226	< 0.1%
99.625	194	< 0.1%
Other values (8228)	46827	8.3%
(Missing)	34135	6.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2191	0.4%
1	10	< 0.1%
1.38	1	< 0.1%
1.45	2	< 0.1%
1.68	1	< 0.1%

Value	Count	Frequency (%)
10010	1	< 0.1%
5000	1	< 0.1%
3100	1	< 0.1%
1400	2	< 0.1%
1001	1	< 0.1%

offering_yield
Real number (ℝ)

MISSING SKEWED

Distinct	33438
Distinct (%)	11.8%
Missing	278562
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	11.72795011

Minimum	-0.66687
Maximum	1750000
Zeros	2786
Zeros (%)	0.5%
Negative	4
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.66687
5-th percentile	0.7
Q1	2.75
median	5.125
Q3	6.94
95-th percentile	12.25
Maximum	1750000
Range	1750000.667
Interquartile range (IQR)	4.19

Descriptive statistics

Standard deviation	3292.046758
Coefficient of variation (CV)	280.7009517
Kurtosis	282537.9299
Mean	11.72795011
Median Absolute Deviation (MAD)	2.095
Skewness	531.5041634
Sum	3314576.717
Variance	10837571.86
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	4945	0.9%
6	4833	0.9%
4	3854	0.7%
3	3710	0.7%
2	3532	0.6%
5.5	3186	0.6%
5.25	2876	0.5%
7	2839	0.5%
0	2786	0.5%
1	2338	0.4%
Other values (33428)	247723	44.1%
(Missing)	278562	49.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.66687	2	< 0.1%
-0.5	1	< 0.1%
-0.146	1	< 0.1%
0	2786	0.5%
0.001	2	< 0.1%

Value	Count	Frequency (%)
1750000	1	< 0.1%
18902	1	< 0.1%
8077	1	< 0.1%
3924	1	< 0.1%
3125	1	< 0.1%

delivery_date
Categorical

HIGH CARDINALITY MISSING

Distinct	11733
Distinct (%)	2.2%
Missing	18179
Missing (%)	3.2%
Memory size	4.3 MiB

2021-09-30	634
2021-06-30	604
2022-02-28	570
2020-02-28	564
2022-04-29	541
Other values (11728)	540092

Overview
Categories

Unique

Unique	1963 ?
Unique (%)	0.4%

Sample

1st row	1989-11-01
2nd row	1993-10-19
3rd row	1994-01-14
4th row	1994-08-02
5th row	1993-05-27

Common Values

Value	Count	Frequency (%)
2021-09-30	634	0.1%
2021-06-30	604	0.1%
2022-02-28	570	0.1%
2020-02-28	564	0.1%
2022-04-29	541	0.1%
2021-01-29	538	0.1%
2020-01-31	534	0.1%
2020-09-30	528	0.1%
2021-02-26	517	0.1%
2016-06-30	517	0.1%
Other values (11723)	537458	95.8%
(Missing)	18179	3.2%

unit_deal
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	790
Missing (%)	0.1%
Memory size	4.3 MiB

N	559985
Y	409

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	559985	99.8%
Y	409	0.1%
(Missing)	790	0.1%

Common Values (Plot)

form_of_own
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	328
Missing (%)	0.1%
Memory size	4.3 MiB

BE	552709
R	7188
C	543
R/C	368
COMB	32
Other values (2)	16

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BE
2nd row	BE
3rd row	BE
4th row	BE
5th row	BE

Common Values

Value	Count	Frequency (%)
BE	552709	98.5%
R	7188	1.3%
C	543	0.1%
R/C	368	0.1%
COMB	32	< 0.1%
O	14	< 0.1%
GS	2	< 0.1%
(Missing)	328	0.1%

Common Values (Plot)

denomination
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	163
Distinct (%)	< 0.1%
Missing	672
Missing (%)	0.1%
Memory size	4.3 MiB

1/1	358032
10/5	78947
100/1	49199
100/5	23007
2/1	19006
Other values (158)	32321

Overview
Categories

Unique

Unique	75 ?
Unique (%)	< 0.1%

Sample

1st row	1/1
2nd row	1/1
3rd row	1/1
4th row	100/1
5th row	100/1

Common Values

Value	Count	Frequency (%)
1/1	358032	63.8%
10/5	78947	14.1%
100/1	49199	8.8%
100/5	23007	4.1%
2/1	19006	3.4%
10/1	11314	2.0%
5/1	9125	1.6%
200/1	2833	0.5%
5/5	2819	0.5%
500/5	2151	0.4%
Other values (153)	4079	0.7%

principal_amt
Real number (ℝ)

Distinct	3894
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3295.066183

Minimum	0
Maximum	100000000
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	1000
median	1000
Q3	1000
95-th percentile	1000
Maximum	100000000
Range	100000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	317269.8886
Coefficient of variation (CV)	96.28634783
Kurtosis	88033.62585
Mean	3295.066183
Median Absolute Deviation (MAD)	0
Skewness	282.5217547
Sum	1849138421
Variance	1.006601822 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	496292	88.4%
10	51648	9.2%
100	3395	0.6%
25	2731	0.5%
10000	416	0.1%
50	361	0.1%
5000	282	0.1%
1000000	182	< 0.1%
100000	169	< 0.1%
2000	145	< 0.1%
Other values (3884)	5563	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.5	1	< 0.1%
0.85	1	< 0.1%
1	80	< 0.1%
1.23	1	< 0.1%

Value	Count	Frequency (%)
100000000	5	< 0.1%
15000000	1	< 0.1%
10000000	60	< 0.1%
5000000	3	< 0.1%
2000000	2	< 0.1%

covenants
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	648
Missing (%)	0.1%
Memory size	4.3 MiB

N	514773
Y	45763

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	514773	91.7%
Y	45763	8.2%
(Missing)	648	0.1%

Common Values (Plot)

defeased
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	928
Missing (%)	0.2%
Memory size	4.3 MiB

N	560157
Y	99

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	560157	99.8%
Y	99	< 0.1%
(Missing)	928	0.2%

Common Values (Plot)

defeasance_type
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	3.8%
Missing	561132
Missing (%)	> 99.9%
Memory size	4.3 MiB

L	49
C	3

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	L
2nd row	L
3rd row	L
4th row	L
5th row	L

Common Values

Value	Count	Frequency (%)
L	49	< 0.1%
C	3	< 0.1%
(Missing)	561132	> 99.9%

Common Values (Plot)

defeased_date
Categorical

HIGH CARDINALITY MISSING

Distinct	51
Distinct (%)	68.0%
Missing	561109
Missing (%)	> 99.9%
Memory size	4.3 MiB

2001-03-31	12
1994-10-20	4
1990-05-31	4
2000-03-31	3
2002-05-14	2
Other values (46)	50

Overview
Categories

Unique

Unique	42 ?
Unique (%)	56.0%

Sample

1st row	1994-12-01
2nd row	1995-09-01
3rd row	1995-12-01
4th row	1995-06-01
5th row	1996-12-24

Common Values

Value	Count	Frequency (%)
2001-03-31	12	< 0.1%
1994-10-20	4	< 0.1%
1990-05-31	4	< 0.1%
2000-03-31	3	< 0.1%
2002-05-14	2	< 0.1%
2005-06-07	2	< 0.1%
1997-11-15	2	< 0.1%
1992-12-31	2	< 0.1%
2006-08-02	2	< 0.1%
1989-06-30	1	< 0.1%
Other values (41)	41	< 0.1%
(Missing)	561109	> 99.9%

defaulted
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	768
Missing (%)	0.1%
Memory size	4.3 MiB

N	559527
Y	889

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	559527	99.7%
Y	889	0.2%
(Missing)	768	0.1%

Common Values (Plot)

tender_exch_offer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	625
Missing (%)	0.1%
Memory size	4.3 MiB

N	546587
Y	13972

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	546587	97.4%
Y	13972	2.5%
(Missing)	625	0.1%

Common Values (Plot)

redeemable
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	70
Missing (%)	< 0.1%
Memory size	4.3 MiB

Y	330655
N	230459

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	330655	58.9%
N	230459	41.1%
(Missing)	70	< 0.1%

Common Values (Plot)

refund_protection
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	709
Missing (%)	0.1%
Memory size	4.3 MiB

N	557145
Y	3330

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	557145	99.3%
Y	3330	0.6%
(Missing)	709	0.1%

Common Values (Plot)

refunding_date
Categorical

HIGH CARDINALITY MISSING

Distinct	681
Distinct (%)	20.5%
Missing	557859
Missing (%)	99.4%
Memory size	4.3 MiB

1991-12-01	23
1991-07-01	22
1991-05-01	20
1986-12-01	17
1991-06-01	17
Other values (676)	3226

Overview
Categories

Unique

Unique	147 ?
Unique (%)	4.4%

Sample

1st row	1993-04-01
2nd row	1993-04-01
3rd row	1997-03-01
4th row	1975-03-15
5th row	1975-11-01

Common Values

Value	Count	Frequency (%)
1991-12-01	23	< 0.1%
1991-07-01	22	< 0.1%
1991-05-01	20	< 0.1%
1986-12-01	17	< 0.1%
1991-06-01	17	< 0.1%
1990-05-01	17	< 0.1%
1985-04-01	16	< 0.1%
1990-06-15	16	< 0.1%
1990-06-01	16	< 0.1%
1987-06-01	16	< 0.1%
Other values (671)	3145	0.6%
(Missing)	557859	99.4%

putable
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	1081
Missing (%)	0.2%
Memory size	4.3 MiB

N	557191
Y	2912

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	557191	99.3%
Y	2912	0.5%
(Missing)	1081	0.2%

Common Values (Plot)

overallotment_opt
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	927
Missing (%)	0.2%
Memory size	4.3 MiB

N	555788
Y	4469

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	555788	99.0%
Y	4469	0.8%
(Missing)	927	0.2%

Common Values (Plot)

announced_call
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	786
Missing (%)	0.1%
Memory size	4.3 MiB

N	560302
Y	96

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	560302	99.8%
Y	96	< 0.1%
(Missing)	786	0.1%

Common Values (Plot)

active_issue
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

N	456052
Y	105132

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	456052	81.3%
Y	105132	18.7%

Common Values (Plot)

dep_eligibility
Categorical

IMBALANCE MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	36467
Missing (%)	6.5%
Memory size	4.3 MiB

DTC	305982
FED	185544
DCE	20609
CEF	8196
EUCD	2669
Other values (8)	1717

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	DTC
2nd row	DTC
3rd row	DTC
4th row	DTC
5th row	DTC

Common Values

Value	Count	Frequency (%)
DTC	305982	54.5%
FED	185544	33.1%
DCE	20609	3.7%
CEF	8196	1.5%
EUCD	2669	0.5%
CDS	1277	0.2%
DCED	166	< 0.1%
EUR	146	< 0.1%
DE	57	< 0.1%
DFEC	41	< 0.1%
Other values (3)	30	< 0.1%
(Missing)	36467	6.5%

private_placement
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	897
Missing (%)	0.2%
Memory size	4.3 MiB

N	559420
Y	867

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	559420	99.7%
Y	867	0.2%
(Missing)	897	0.2%

Common Values (Plot)

bond_type
Categorical

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

CMTN	149975
ADEB	147844
CMTZ	82068
CDEB	58930
AMTN	37516
Other values (43)	84851

Overview
Categories

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	CDEB
2nd row	CDEB
3rd row	CMTN
4th row	USBN
5th row	CDEB

Common Values

Value	Count	Frequency (%)
CMTN	149975	26.7%
ADEB	147844	26.3%
CMTZ	82068	14.6%
CDEB	58930	10.5%
AMTN	37516	6.7%
RNT	25155	4.5%
ADNT	8734	1.6%
USBN	8329	1.5%
FGOV	6963	1.2%
CCOV	6023	1.1%
Other values (38)	29647	5.3%

subsequent_data
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	119435
Missing (%)	21.3%
Memory size	4.3 MiB

Y	372483
N	69266

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	372483	66.4%
N	69266	12.3%
(Missing)	119435	21.3%

Common Values (Plot)

press_release
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	0.1%
Missing	559790
Missing (%)	99.8%
Memory size	4.3 MiB

N	1367
Y	27

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	Y
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
N	1367	0.2%
Y	27	< 0.1%
(Missing)	559790	99.8%

Common Values (Plot)

isin
Categorical

Distinct	559035
Distinct (%)	> 99.9%
Missing	2138
Missing (%)	0.4%
Memory size	4.3 MiB

US561409AA14	2
XS0329579600	2
XS2010040637	2
US233293AQ29	2
XS1823397333	2
Other values (559030)	559036

Overview
Categories

Unique

Unique	559024 ?
Unique (%)	> 99.9%

Sample

1st row	US000361AA35
2nd row	US000361AB18
3rd row	US00077DAB55
4th row	US00077DAF69
5th row	US00077TAA25

Common Values

Value	Count	Frequency (%)
US561409AA14	2	< 0.1%
XS0329579600	2	< 0.1%
XS2010040637	2	< 0.1%
US233293AQ29	2	< 0.1%
XS1823397333	2	< 0.1%
US9128202B27	2	< 0.1%
XS0097125693	2	< 0.1%
XS1200679667	2	< 0.1%
XS0282506657	2	< 0.1%
XS2193947137	2	< 0.1%
Other values (559025)	559026	99.6%
(Missing)	2138	0.4%

perpetual
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

N	558860
Y	2324

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	558860	99.6%
Y	2324	0.4%

Common Values (Plot)

sedol
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	561184
Missing (%)	100.0%
Memory size	4.3 MiB

exchangeable
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	927
Missing (%)	0.2%
Memory size	4.3 MiB

N	506080
Y	54177

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	506080	90.2%
Y	54177	9.7%
(Missing)	927	0.2%

Common Values (Plot)

fungible
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	863
Missing (%)	0.2%
Memory size	4.3 MiB

N	524141
Y	36180

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	524141	93.4%
Y	36180	6.4%
(Missing)	863	0.2%

Common Values (Plot)

registration_rights
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	556380
Missing (%)	99.1%
Memory size	4.3 MiB

Y	3237
N	1567

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
Y	3237	0.6%
N	1567	0.3%
(Missing)	556380	99.1%

Common Values (Plot)

preferred_security
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	925
Missing (%)	0.2%
Memory size	4.3 MiB

N	499718
Y	60541

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	499718	89.0%
Y	60541	10.8%
(Missing)	925	0.2%

Common Values (Plot)

complete_cusip
Categorical

HIGH CARDINALITY UNIQUE

Distinct	561184
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	4.3 MiB

000361AA3	1
3130A4UG5	1
06741USU9	1
1730T06A2	1
3130A4UC4	1
Other values (561179)	561179

Overview
Categories

Unique

Unique	561184 ?
Unique (%)	100.0%

Sample

1st row	000361AA3
2nd row	000361AB1
3rd row	00077DAB5
4th row	00077DAF6
5th row	00077TAA2

Common Values

Value	Count	Frequency (%)
000361AA3	1	< 0.1%
3130A4UG5	1	< 0.1%
06741USU9	1	< 0.1%
1730T06A2	1	< 0.1%
3130A4UC4	1	< 0.1%
3130A4UD2	1	< 0.1%
3130A4UE0	1	< 0.1%
3130A4UF7	1	< 0.1%
3130A4UH3	1	< 0.1%
90274Q243	1	< 0.1%
Other values (561174)	561174	> 99.9%

action_type
Categorical

Distinct	30
Distinct (%)	< 0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	4.3 MiB

IM	234252
E	191190
I	96795
B	11523
X	9782
Other values (25)	17637

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	IM
2nd row	IM
3rd row	IM
4th row	E
5th row	X

Common Values

Value	Count	Frequency (%)
IM	234252	41.7%
E	191190	34.1%
I	96795	17.2%
B	11523	2.1%
X	9782	1.7%
R	4059	0.7%
REV	3614	0.6%
IA	2750	0.5%
T	2345	0.4%
RO	1955	0.3%
Other values (20)	2914	0.5%

effective_date
Categorical

Distinct	11236
Distinct (%)	2.0%
Missing	3315
Missing (%)	0.6%
Memory size	4.3 MiB

2022-05-31	1353
2021-01-29	741
2022-04-29	672
2021-09-30	663
2008-12-31	652
Other values (11231)	553788

Overview
Categories

Unique

Unique	1086 ?
Unique (%)	0.2%

Sample

1st row	2001-11-01
2nd row	2003-10-15
3rd row	1996-01-12
4th row	2004-08-01
5th row	2011-06-27

Common Values

Value	Count	Frequency (%)
2022-05-31	1353	0.2%
2021-01-29	741	0.1%
2022-04-29	672	0.1%
2021-09-30	663	0.1%
2008-12-31	652	0.1%
2021-10-29	612	0.1%
2021-06-30	608	0.1%
2022-03-31	603	0.1%
2021-04-30	585	0.1%
2012-03-06	584	0.1%
Other values (11226)	550796	98.1%
(Missing)	3315	0.6%

action_price
Real number (ℝ)

MISSING SKEWED

Distinct	8078
Distinct (%)	4.0%
Missing	359281
Missing (%)	64.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.7335339

Minimum	0
Maximum	450000
Zeros	2240
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	100
Q1	100
median	100
Q3	100
95-th percentile	103.75
Maximum	450000
Range	450000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1060.261612
Coefficient of variation (CV)	10.3205017
Kurtosis	161620.5436
Mean	102.7335339
Median Absolute Deviation (MAD)	0
Skewness	388.8830975
Sum	20742208.7
Variance	1124154.686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	179912	32.1%
0	2240	0.4%
101	272	< 0.1%
102	237	< 0.1%
103	210	< 0.1%
105	187	< 0.1%
110	186	< 0.1%
104	173	< 0.1%
104.5	144	< 0.1%
106	128	< 0.1%
Other values (8068)	18214	3.2%
(Missing)	359281	64.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2240	0.4%
0.001	1	< 0.1%
0.01	1	< 0.1%
0.236	1	< 0.1%
0.242	1	< 0.1%

Value	Count	Frequency (%)
450000	1	< 0.1%
108385	1	< 0.1%
106775	1	< 0.1%
29500	1	< 0.1%
22022	1	< 0.1%

action_amount
Real number (ℝ)

MISSING SKEWED

Distinct	26857
Distinct (%)	11.8%
Missing	334198
Missing (%)	59.6%
Infinite	0
Infinite (%)	0.0%
Mean	138065.6632

Minimum	0
Maximum	1420000000
Zeros	2818
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	220
Q1	9635.25
median	25000
Q3	75000
95-th percentile	400000
Maximum	1420000000
Range	1420000000
Interquartile range (IQR)	65364.75

Descriptive statistics

Standard deviation	4669770.102
Coefficient of variation (CV)	33.82282021
Kurtosis	62525.48791
Mean	138065.6632
Median Absolute Deviation (MAD)	23237
Skewness	229.9638808
Sum	3.133897262 × 10¹⁰
Variance	2.18067528 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25000	26414	4.7%
15000	20110	3.6%
50000	19013	3.4%
100000	10560	1.9%
20000	5814	1.0%
10000	5601	1.0%
30000	5353	1.0%
40000	3992	0.7%
250000	3945	0.7%
75000	3464	0.6%
Other values (26847)	122720	21.9%
(Missing)	334198	59.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2818	0.5%
0.003	1	< 0.1%
0.03955	1	< 0.1%
0.041	1	< 0.1%
0.3	1	< 0.1%

Value	Count	Frequency (%)
1420000000	1	< 0.1%
1250000000	1	< 0.1%
650000000	1	< 0.1%
400000000	1	< 0.1%
300000000	3	< 0.1%

amount_outstanding
Real number (ℝ)

SKEWED ZEROS

Distinct	17609
Distinct (%)	3.1%
Missing	32
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	87510.05766

Minimum	-7477500
Maximum	2000000000
Zeros	456041
Zeros (%)	81.3%
Negative	3
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-7477500
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	25000
Maximum	2000000000
Range	2007477500
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4368242.347
Coefficient of variation (CV)	49.91703199
Kurtosis	150487.5979
Mean	87510.05766
Median Absolute Deviation (MAD)	0
Skewness	349.2550159
Sum	4.910644387 × 10¹⁰
Variance	1.90815412 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	456041	81.3%
500000	2373	0.4%
15000	2117	0.4%
25000	1941	0.3%
1000	1771	0.3%
500	1629	0.3%
1000000	1525	0.3%
100	1398	0.2%
1	1284	0.2%
50000	1165	0.2%
Other values (17599)	89908	16.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7477500	1	< 0.1%
-3478678	1	< 0.1%
-200	1	< 0.1%
0	456041	81.3%
2 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
2000000000	1	< 0.1%
1924515000	1	< 0.1%
1000000000	1	< 0.1%
354074000	1	< 0.1%
254787330	1	< 0.1%

negative_pledge_covenant
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

Y	23325
N	22430

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	23325	4.2%
N	22430	4.0%
(Missing)	515429	91.8%

Common Values (Plot)

covenant_defeas_wo_tax_conseq
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

Y	23298
N	22457

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	23298	4.2%
N	22457	4.0%
(Missing)	515429	91.8%

Common Values (Plot)

legal_defeasance
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	40633
Y	5122

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	40633	7.2%
Y	5122	0.9%
(Missing)	515429	91.8%

Common Values (Plot)

defeasance_wo_tax_conseq
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

Y	24601
N	21154

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	24601	4.4%
N	21154	3.8%
(Missing)	515429	91.8%

Common Values (Plot)

cross_default
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	36787
Y	8968

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	36787	6.6%
Y	8968	1.6%
(Missing)	515429	91.8%

Common Values (Plot)

cross_acceleration
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

Y	28998
N	16757

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	28998	5.2%
N	16757	3.0%
(Missing)	515429	91.8%

Common Values (Plot)

change_control_put_provisions
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	25540
Y	20215

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	N
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	25540	4.6%
Y	20215	3.6%
(Missing)	515429	91.8%

Common Values (Plot)

voting_power_percentage
Real number (ℝ)

Distinct	64
Distinct (%)	0.3%
Missing	538879
Missing (%)	96.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.37027891

Minimum	0
Maximum	561
Zeros	5321
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	51
Q3	51
95-th percentile	51
Maximum	561
Range	561
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	23.08454736
Coefficient of variation (CV)	0.6177247811
Kurtosis	53.46548556
Mean	37.37027891
Median Absolute Deviation (MAD)	0
Skewness	1.830394117
Sum	833544.0711
Variance	532.8963267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51	12320	2.2%
0	5321	0.9%
50	2272	0.4%
36	1042	0.2%
35	297	0.1%
41	274	< 0.1%
30	190	< 0.1%
31	153	< 0.1%
40	123	< 0.1%
20	30	< 0.1%
Other values (54)	283	0.1%
(Missing)	538879	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5321	0.9%
0.51	7	< 0.1%
1	1	< 0.1%
10	1	< 0.1%
11	3	< 0.1%

Value	Count	Frequency (%)
561	1	< 0.1%
510	5	< 0.1%
360	2	< 0.1%
101	9	< 0.1%
100	4	< 0.1%

voting_power_percentage_erp
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	12
Distinct (%)	0.2%
Missing	554906
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.2124880535

Minimum	0
Maximum	510
Zeros	6256
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	510
Range	510
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.89979879
Coefficient of variation (CV)	32.47146687
Kurtosis	4760.060884
Mean	0.2124880535
Median Absolute Deviation (MAD)	0
Skewness	65.35959217
Sum	1334
Variance	47.60722335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	6256	1.1%
40	6	< 0.1%
30	6	< 0.1%
51	2	< 0.1%
50	1	< 0.1%
10	1	< 0.1%
60	1	< 0.1%
35	1	< 0.1%
31	1	< 0.1%
15	1	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	554906	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6256	1.1%
10	1	< 0.1%
15	1	< 0.1%
30	6	< 0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
510	1	< 0.1%
101	1	< 0.1%
60	1	< 0.1%
51	2	< 0.1%
50	1	< 0.1%

rating_decline_trigger_put
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	45196
Y	559

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45196	8.1%
Y	559	0.1%
(Missing)	515429	91.8%

Common Values (Plot)

rating_decline_provision
Categorical

HIGH CARDINALITY MISSING

Distinct	257
Distinct (%)	47.3%
Missing	560641
Missing (%)	99.9%
Memory size	4.3 MiB

SEE GENERAL FOOTNOTE.	176
SEE GENERAL FOOTNOTE	24
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE OCCURRENCE OF BOTH A CHANGE OF CONTROL AND A BELOW INVESTMENT GRADE RATING EVENT.	24
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE OCCURRENCE OF BOTH A CHANGE OF CONTROL AND A RATING EVENT.	13
SEE FOOTNOTE	6
Other values (252)	300

Overview
Categories

Unique

Unique	223 ?
Unique (%)	41.1%

Sample

1st row	SEE GENERAL FOOTNOTE.
2nd row	PIK DEBENTURES MUST BE PAID AT PAR
3rd row	SEE GENERAL FOOTNOTE.
4th row	SEE GENERAL FOOTNOTE.
5th row	SEE GENERAL FOOTNOTE.

Common Values

Value	Count	Frequency (%)
SEE GENERAL FOOTNOTE.	176	< 0.1%
SEE GENERAL FOOTNOTE	24	< 0.1%
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE OCCURRENCE OF BOTH A CHANGE OF CONTROL AND A BELOW INVESTMENT GRADE RATING EVENT.	24	< 0.1%
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE OCCURRENCE OF BOTH A CHANGE OF CONTROL AND A RATING EVENT.	13	< 0.1%
SEE FOOTNOTE	6	< 0.1%
SEE GENERAL FOOTNOTE FOR "CHANGE OF CONTROL EVENT" DEFINITION	5	< 0.1%
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE OCCURRENCE OF BOTH A CHANGE OF CONTROL AND A RATING DECLINE.	5	< 0.1%
“CHANGE OF CONTROL TRIGGERING EVENT” MEANS THE NOTES CEASE TO BE RATED INVESTMENT GRADE BY EACH OF THE TWO RATING AGENCIES	5	< 0.1%
"CHANGE OF CONTROL TRIGGERING EVENT" MEANS THE OCCURRENCE OF BOTH A (1) CHANGE OF CONTROL AND (II) A RATING DECLINE.	4	< 0.1%
THE NOTES CEASE TO BE RATED INVESTMENT GRADE BY EACH OF THE RATING AGENCIES ON ANY DATE DURING THE PERIOD COMMENCING 60 DAYS FOLLOWING CONSUMMATION OF SUCH CHANGE OF CONTROL	4	< 0.1%
Other values (247)	277	< 0.1%
(Missing)	560641	99.9%

declining_net_worth
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	45410
Y	345

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45410	8.1%
Y	345	0.1%
(Missing)	515429	91.8%

Common Values (Plot)

declining_net_worth_trigger
Real number (ℝ)

Distinct	94
Distinct (%)	18.6%
Missing	560679
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%
Mean	65904715.49

Minimum	0
Maximum	7000000000
Zeros	284
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	31000000
95-th percentile	255000000
Maximum	7000000000
Range	7000000000
Interquartile range (IQR)	31000000

Descriptive statistics

Standard deviation	339232518.7
Coefficient of variation (CV)	5.147317854
Kurtosis	348.2350938
Mean	65904715.49
Median Absolute Deviation (MAD)	0
Skewness	17.30992918
Sum	3.328188132 × 10¹⁰
Variance	1.150787017 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	284	0.1%
25000000	11	< 0.1%
200000000	9	< 0.1%
90000000	9	< 0.1%
100000000	8	< 0.1%
10000000	8	< 0.1%
20000000	8	< 0.1%
65000000	7	< 0.1%
125000000	6	< 0.1%
15000000	6	< 0.1%
Other values (84)	149	< 0.1%
(Missing)	560679	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	284	0.1%
1	1	< 0.1%
115	1	< 0.1%
175	1	< 0.1%
1000	1	< 0.1%

Value	Count	Frequency (%)
7000000000	1	< 0.1%
1000000000	5	< 0.1%
850000000	1	< 0.1%
750000000	1	< 0.1%
700000000	1	< 0.1%

declining_net_worth_percentage
Real number (ℝ)

MISSING ZEROS

Distinct	28
Distinct (%)	0.5%
Missing	555327
Missing (%)	99.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.501274714

Minimum	0
Maximum	99
Zeros	5639
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.235044504
Coefficient of variation (CV)	6.453635928
Kurtosis	329.6341318
Mean	0.501274714
Median Absolute Deviation (MAD)	0
Skewness	13.94406502
Sum	2935.966
Variance	10.46551294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	5639	1.0%
10	139	< 0.1%
20	31	< 0.1%
7.5	10	< 0.1%
15	9	< 0.1%
25	4	< 0.1%
99	2	< 0.1%
50	2	< 0.1%
5	2	< 0.1%
16	1	< 0.1%
Other values (18)	18	< 0.1%
(Missing)	555327	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5639	1.0%
3	1	< 0.1%
3.75	1	< 0.1%
5	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
99	2	< 0.1%
50	2	< 0.1%
42.86	1	< 0.1%
30	1	< 0.1%
25.8	1	< 0.1%

declining_net_worth_provisions
Categorical

Distinct	49
Distinct (%)	62.8%
Missing	561106
Missing (%)	> 99.9%
Memory size	4.3 MiB

SEE GENERAL FOOTNOTE.	18
SEE GENERAL FOOTNOTE	8
SEE FOOTNOTE	5
PURCHASE PRICE IS 100%.	2
THE COMPANY WILL MAKE AN OFFER FOR REPURCHASE, AT PAR, OF 10% OF THE INITIAL OUTSTANDING PRINCIPAL AMOUNT OF THE NOTES.	1
Other values (44)	44

Overview
Categories

Unique

Unique	45 ?
Unique (%)	57.7%

Sample

1st row	PRINCIPAL AMOUNT PLUS INTEREST THEREAFTER
2nd row	SEE GENERAL FOOTNOTE.
3rd row	IF NET WORTH IS LESS THAN 125% OF THE INDEBTEDNESS OF THE COMPANY, THE NOTES WILL BE CALLABLE AT PAR.
4th row	SEE GENERAL FOOTNOTE
5th row	SEE GENERAL FOOTNOTE.

Common Values

Value	Count	Frequency (%)
SEE GENERAL FOOTNOTE.	18	< 0.1%
SEE GENERAL FOOTNOTE	8	< 0.1%
SEE FOOTNOTE	5	< 0.1%
PURCHASE PRICE IS 100%.	2	< 0.1%
THE COMPANY WILL MAKE AN OFFER FOR REPURCHASE, AT PAR, OF 10% OF THE INITIAL OUTSTANDING PRINCIPAL AMOUNT OF THE NOTES.	1	< 0.1%
PURCHASE PRICE SHALL BE 100%.	1	< 0.1%
PRICE 101%	1	< 0.1%
11.25% OF NOTES WILL BE REPURCHASED AT A CASH PRICE EQUAL TO 100%	1	< 0.1%
NET WORTH DROPS TO NEGITIVE, THAN PURCHASE OFFER FOR UP TO 10% OF THE NOTES AT 101, WILL BE TRIGGERED.	1	< 0.1%
REPURCHASE PRICE SHALL BE 100%.	1	< 0.1%
Other values (39)	39	< 0.1%
(Missing)	561106	> 99.9%

after_acquired_property_clause
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	44985
Y	770

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	44985	8.0%
Y	770	0.1%
(Missing)	515429	91.8%

Common Values (Plot)

economic_cov_def
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	42248
Y	3507

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	42248	7.5%
Y	3507	0.6%
(Missing)	515429	91.8%

Common Values (Plot)

asset_sale_clause
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515429
Missing (%)	91.8%
Memory size	4.3 MiB

N	39330
Y	6425

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	39330	7.0%
Y	6425	1.1%
(Missing)	515429	91.8%

Common Values (Plot)

fix_frequency
Categorical

Distinct	13
Distinct (%)	< 0.1%
Missing	520934
Missing (%)	92.8%
Memory size	4.3 MiB

Q	19554
M	10271
D	7408
W	1284
SA	1072
Other values (8)	661

Overview
Categories

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	Q
2nd row	M
3rd row	Q
4th row	Q
5th row	Q

Common Values

Value	Count	Frequency (%)
Q	19554	3.5%
M	10271	1.8%
D	7408	1.3%
W	1284	0.2%
SA	1072	0.2%
EFY	215	< 0.1%
QW	179	< 0.1%
A	149	< 0.1%
MW	111	< 0.1%
ETY	4	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	520934	92.8%

determination_date
Categorical

HIGH CARDINALITY MISSING

Distinct	7739
Distinct (%)	19.3%
Missing	521183
Missing (%)	92.9%
Memory size	4.3 MiB

2022-07-01	427
2022-07-05	117
2020-03-31	102
2022-09-13	81
2022-08-11	66
Other values (7734)	39208

Overview
Categories

Unique

Unique	1696 ?
Unique (%)	4.2%

Sample

1st row	1994-08-02
2nd row	2013-04-25
3rd row	1997-11-10
4th row	1998-10-08
5th row	1998-10-12

Common Values

Value	Count	Frequency (%)
2022-07-01	427	0.1%
2022-07-05	117	< 0.1%
2020-03-31	102	< 0.1%
2022-09-13	81	< 0.1%
2022-08-11	66	< 0.1%
2022-07-27	54	< 0.1%
2022-08-25	50	< 0.1%
2022-07-13	47	< 0.1%
2022-09-28	45	< 0.1%
2022-07-21	42	< 0.1%
Other values (7729)	38970	6.9%
(Missing)	521183	92.9%

greater_of
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	445449
Missing (%)	79.4%
Memory size	4.3 MiB

N	115698
Y	37

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	115698	20.6%
Y	37	< 0.1%
(Missing)	445449	79.4%

Common Values (Plot)

lesser_of
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	445449
Missing (%)	79.4%
Memory size	4.3 MiB

N	115724
Y	11

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	115724	20.6%
Y	11	< 0.1%
(Missing)	445449	79.4%

Common Values (Plot)

see_note
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	445447
Missing (%)	79.4%
Memory size	4.3 MiB

Y	77514
N	38223

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
Y	77514	13.8%
N	38223	6.8%
(Missing)	445447	79.4%

Common Values (Plot)

reset_date
Categorical

HIGH CARDINALITY MISSING

Distinct	8964
Distinct (%)	22.5%
Missing	521267
Missing (%)	92.9%
Memory size	4.3 MiB

2022-07-05	409
2022-07-06	130
2022-09-15	82
2022-08-15	67
2022-07-29	61
Other values (8959)	39168

Overview
Categories

Unique

Unique	2232 ?
Unique (%)	5.6%

Sample

1st row	2013-04-29
2nd row	1997-11-12
3rd row	1998-10-12
4th row	1998-10-14
5th row	2003-05-15

Common Values

Value	Count	Frequency (%)
2022-07-05	409	0.1%
2022-07-06	130	< 0.1%
2022-09-15	82	< 0.1%
2022-08-15	67	< 0.1%
2022-07-29	61	< 0.1%
2022-07-15	46	< 0.1%
2022-08-30	45	< 0.1%
2022-09-30	45	< 0.1%
2022-07-25	41	< 0.1%
2021-06-15	36	< 0.1%
Other values (8954)	38955	6.9%
(Missing)	521267	92.9%

determination_date_orig
Categorical

HIGH CARDINALITY MISSING

Distinct	8093
Distinct (%)	20.1%
Missing	520932
Missing (%)	92.8%
Memory size	4.3 MiB

1998-09-14	239
2008-11-20	61
1998-09-01	45
1998-08-18	44
2008-03-31	33
Other values (8088)	39830

Overview
Categories

Unique

Unique	1603 ?
Unique (%)	4.0%

Sample

1st row	1994-08-02
2nd row	1995-01-26
3rd row	1997-11-10
4th row	1999-01-07
5th row	1994-04-12

Common Values

Value	Count	Frequency (%)
1998-09-14	239	< 0.1%
2008-11-20	61	< 0.1%
1998-09-01	45	< 0.1%
1998-08-18	44	< 0.1%
2008-03-31	33	< 0.1%
1998-08-19	31	< 0.1%
1998-08-24	30	< 0.1%
2019-01-30	29	< 0.1%
2007-01-23	29	< 0.1%
2005-03-21	29	< 0.1%
Other values (8083)	39682	7.1%
(Missing)	520932	92.8%

reset_date_orig
Categorical

HIGH CARDINALITY MISSING

Distinct	8127
Distinct (%)	20.2%
Missing	521026
Missing (%)	92.8%
Memory size	4.3 MiB

1998-09-15	244
2008-11-24	63
1998-09-01	53
1998-08-18	44
1998-08-24	36
Other values (8122)	39718

Overview
Categories

Unique

Unique	1756 ?
Unique (%)	4.4%

Sample

1st row	1995-01-30
2nd row	1997-11-12
3rd row	1999-01-11
4th row	1994-04-14
5th row	1993-11-15

Common Values

Value	Count	Frequency (%)
1998-09-15	244	< 0.1%
2008-11-24	63	< 0.1%
1998-09-01	53	< 0.1%
1998-08-18	44	< 0.1%
1998-08-24	36	< 0.1%
2006-02-15	35	< 0.1%
2006-12-15	34	< 0.1%
2006-05-15	34	< 0.1%
2006-11-15	34	< 0.1%
2019-01-30	33	< 0.1%
Other values (8117)	39548	7.0%
(Missing)	521026	92.8%

conv_commod_cusip
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	555538
Missing (%)	99.0%
Memory size	4.3 MiB

conv_commod_issuer
Categorical

HIGH CARDINALITY MISSING

Distinct	3644
Distinct (%)	6.1%
Missing	501489
Missing (%)	89.4%
Memory size	4.3 MiB

APPLE INCORPORATED	2356
AMAZON COM INCORPORATED	1272
NETFLIX INCORPORATED	1255
BANK OF AMERICA CORPORATION	1042
FACEBOOK INCORPORATED	969
Other values (3639)	52801

Overview
Categories

Unique

Unique	1490 ?
Unique (%)	2.5%

Sample

1st row	AFG INDUSTRIES INCORPORATED
2nd row	AG SERVICES OF AMERICA INCORPORATED
3rd row	AES CORPORATION
4th row	BMD CLASS A COMMON STOCK
5th row	AMERICAN AIRLINES GROUP INCORPORATED

Common Values

Value	Count	Frequency (%)
APPLE INCORPORATED	2356	0.4%
AMAZON COM INCORPORATED	1272	0.2%
NETFLIX INCORPORATED	1255	0.2%
BANK OF AMERICA CORPORATION	1042	0.2%
FACEBOOK INCORPORATED	969	0.2%
FREEPORT-MCMORAN INCORPORATED	800	0.1%
FORD MOTOR COMPANY	798	0.1%
TESLA INCORPORATED	780	0.1%
UNITED STATES STEEL CORPORATION	761	0.1%
NVIDIA CORPORATION	723	0.1%
Other values (3634)	48939	8.7%
(Missing)	501489	89.4%

conv_commod_type
Categorical

IMBALANCE MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	501992
Missing (%)	89.5%
Memory size	4.3 MiB

CS	55118
ADS	2437
CSA	1182
USD	239
CSB	155
Other values (3)	61

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CS
2nd row	CS
3rd row	CS
4th row	CS
5th row	CS

Common Values

Value	Count	Frequency (%)
CS	55118	9.8%
ADS	2437	0.4%
CSA	1182	0.2%
USD	239	< 0.1%
CSB	155	< 0.1%
RS	24	< 0.1%
DEB	22	< 0.1%
PS	15	< 0.1%
(Missing)	501992	89.5%

Common Values (Plot)

exchange
Categorical

IMBALANCE MISSING

Distinct	36
Distinct (%)	0.1%
Missing	502251
Missing (%)	89.5%
Memory size	4.3 MiB

N	35521
NAS	20785
ARCA	1842
A	307
OOTC	132
Other values (31)	346

Overview
Categories

Unique

Unique	8 ?
Unique (%)	< 0.1%

Sample

1st row	NAS
2nd row	NAS
3rd row	N
4th row	NAS
5th row	A

Common Values

Value	Count	Frequency (%)
N	35521	6.3%
NAS	20785	3.7%
ARCA	1842	0.3%
A	307	0.1%
OOTC	132	< 0.1%
OTC	123	< 0.1%
T	62	< 0.1%
NMS	49	< 0.1%
TAI	19	< 0.1%
H	14	< 0.1%
Other values (26)	79	< 0.1%
(Missing)	502251	89.5%

ticker
Categorical

HIGH CARDINALITY MISSING

Distinct	3263
Distinct (%)	5.5%
Missing	502372
Missing (%)	89.5%
Memory size	4.3 MiB

AAPL	2330
AMZN	1270
NFLX	1253
FB	1043
BAC	1037
Other values (3258)	51879

Overview
Categories

Unique

Unique	1239 ?
Unique (%)	2.1%

Sample

1st row	AGSV
2nd row	AESC
3rd row	AMR
4th row	ASTA L
5th row	AMI

Common Values

Value	Count	Frequency (%)
AAPL	2330	0.4%
AMZN	1270	0.2%
NFLX	1253	0.2%
FB	1043	0.2%
BAC	1037	0.2%
FCX	983	0.2%
TSLA	801	0.1%
F	798	0.1%
X	766	0.1%
NVDA	719	0.1%
Other values (3253)	47812	8.5%
(Missing)	502372	89.5%

conv_price
Real number (ℝ)

MISSING SKEWED

Distinct	4393
Distinct (%)	69.8%
Missing	554886
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	94.37054175

Minimum	0
Maximum	89605.73477
Zeros	175
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	2.6400425
Q1	14.5
median	28.50782
Q3	50.55817
95-th percentile	127.7899295
Maximum	89605.73477
Range	89605.73477
Interquartile range (IQR)	36.05817

Descriptive statistics

Standard deviation	1724.73453
Coefficient of variation (CV)	18.27619613
Kurtosis	2365.326596
Mean	94.37054175
Median Absolute Deviation (MAD)	16.492525
Skewness	47.14630946
Sum	594345.6719
Variance	2974709.197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	175	< 0.1%
40	24	< 0.1%
20	23	< 0.1%
50	19	< 0.1%
12	17	< 0.1%
25	17	< 0.1%
5	16	< 0.1%
18	16	< 0.1%
15	14	< 0.1%
30	13	< 0.1%
Other values (4383)	5964	1.1%
(Missing)	554886	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	175	< 0.1%
0.01924	1	< 0.1%
0.15	1	< 0.1%
0.26476	1	< 0.1%
0.30328	1	< 0.1%

Value	Count	Frequency (%)
89605.73477	2	< 0.1%
42669	1	< 0.1%
16271.27475	1	< 0.1%
15909.3802	1	< 0.1%
12323.81	1	< 0.1%

qty_of_commod
Real number (ℝ)

Distinct	4674
Distinct (%)	73.9%
Missing	554860
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	98.62415203

Minimum	0
Maximum	8568.98029
Zeros	32
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1.712954
Q1	15.753
median	31.99388
Q3	65.081925
95-th percentile	333.2805
Maximum	8568.98029
Range	8568.98029
Interquartile range (IQR)	49.328925

Descriptive statistics

Standard deviation	314.2455423
Coefficient of variation (CV)	3.186293984
Kurtosis	175.9652348
Mean	98.62415203
Median Absolute Deviation (MAD)	20.12503
Skewness	10.5894086
Sum	623699.1374
Variance	98750.26087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32	< 0.1%
50	22	< 0.1%
25	21	< 0.1%
20	18	< 0.1%
200	15	< 0.1%
100	12	< 0.1%
40	11	< 0.1%
31.25	10	< 0.1%
142.85714	8	< 0.1%
1	8	< 0.1%
Other values (4664)	6167	1.1%
(Missing)	554860	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	< 0.1%
0.00031	1	< 0.1%
0.0089	1	< 0.1%
0.01571	1	< 0.1%
0.02939	1	< 0.1%

Value	Count	Frequency (%)
8568.98029	1	< 0.1%
6666.66667	1	< 0.1%
5749.8074	1	< 0.1%
5123.16	1	< 0.1%
4274.04975	1	< 0.1%

percent_of_outstanding_commod
Real number (ℝ)

MISSING SKEWED

Distinct	5135
Distinct (%)	93.1%
Missing	555668
Missing (%)	99.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.668514

Minimum	0
Maximum	635929
Zeros	291
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.7824775
median	8.96711
Q3	15.3370375
95-th percentile	32.41708
Maximum	635929
Range	635929
Interquartile range (IQR)	11.55456

Descriptive statistics

Standard deviation	8744.556539
Coefficient of variation (CV)	56.17421478
Kurtosis	5078.30376
Mean	155.668514
Median Absolute Deviation (MAD)	5.625645
Skewness	70.32664758
Sum	858667.5232
Variance	76467269.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	291	0.1%
6.43783	4	< 0.1%
100	4	< 0.1%
4.87155	4	< 0.1%
15.14129	2	< 0.1%
0.78018	2	< 0.1%
100.00023	2	< 0.1%
16	2	< 0.1%
0.00092	2	< 0.1%
4.14143	2	< 0.1%
Other values (5125)	5201	0.9%
(Missing)	555668	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	291	0.1%
1 × 10^-5	2	< 0.1%
4 × 10^-5	1	< 0.1%
8 × 10^-5	1	< 0.1%
0.00011	2	< 0.1%

Value	Count	Frequency (%)
635929	1	< 0.1%
131494	1	< 0.1%
11482.82979	1	< 0.1%
2856.28178	1	< 0.1%
1833.79004	1	< 0.1%

conv_cash
Real number (ℝ)

MISSING SKEWED

Distinct	7
Distinct (%)	0.5%
Missing	559908
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	21.875

Minimum	0
Maximum	10000
Zeros	1175
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	50
Maximum	10000
Range	10000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	398.7291776
Coefficient of variation (CV)	18.22761955
Kurtosis	615.1622008
Mean	21.875
Median Absolute Deviation (MAD)	0
Skewness	24.65621726
Sum	27912.5
Variance	158984.9571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1175	0.2%
50	47	< 0.1%
25	30	< 0.1%
100	18	< 0.1%
1000	3	< 0.1%
10000	2	< 0.1%
12.5	1	< 0.1%
(Missing)	559908	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1175	0.2%
12.5	1	< 0.1%
25	30	< 0.1%
50	47	< 0.1%
100	18	< 0.1%

Value	Count	Frequency (%)
10000	2	< 0.1%
1000	3	< 0.1%
100	18	< 0.1%
50	47	< 0.1%
25	30	< 0.1%

conv_eff_date
Categorical

HIGH CARDINALITY MISSING

Distinct	6884
Distinct (%)	11.5%
Missing	501500
Missing (%)	89.4%
Memory size	4.3 MiB

2008-04-30	269
2008-02-28	243
2010-09-30	223
2008-08-29	207
2008-07-31	199
Other values (6879)	58543

Overview
Categories

Unique

Unique	1892 ?
Unique (%)	3.2%

Sample

1st row	1986-07-29
2nd row	1993-04-30
3rd row	1992-03-19
4th row	1989-06-22
5th row	1991-03-15

Common Values

Value	Count	Frequency (%)
2008-04-30	269	< 0.1%
2008-02-28	243	< 0.1%
2010-09-30	223	< 0.1%
2008-08-29	207	< 0.1%
2008-07-31	199	< 0.1%
2008-09-30	194	< 0.1%
2010-10-29	191	< 0.1%
2008-11-28	191	< 0.1%
2011-04-29	177	< 0.1%
2008-05-30	176	< 0.1%
Other values (6874)	57614	10.3%
(Missing)	501500	89.4%

conv_exp_date
Categorical

HIGH CARDINALITY MISSING

Distinct	5826
Distinct (%)	9.8%
Missing	501705
Missing (%)	89.4%
Memory size	4.3 MiB

2008-04-30	269
2008-02-28	245
2010-09-30	227
2008-08-29	207
2008-07-31	201
Other values (5821)	58330

Overview
Categories

Unique

Unique	1058 ?
Unique (%)	1.8%

Sample

1st row	2006-07-15
2nd row	2003-05-30
3rd row	2002-03-15
4th row	2014-06-15
5th row	2006-03-15

Common Values

Value	Count	Frequency (%)
2008-04-30	269	< 0.1%
2008-02-28	245	< 0.1%
2010-09-30	227	< 0.1%
2008-08-29	207	< 0.1%
2008-07-31	201	< 0.1%
2008-09-30	196	< 0.1%
2010-10-29	192	< 0.1%
2008-11-28	190	< 0.1%
2011-04-29	187	< 0.1%
2008-05-30	179	< 0.1%
Other values (5816)	57386	10.2%
(Missing)	501705	89.4%

dilution_protection
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	501639
Missing (%)	89.4%
Memory size	4.3 MiB

Y	59468
N	77

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	59468	10.6%
N	77	< 0.1%
(Missing)	501639	89.4%

Common Values (Plot)

commod_price
Real number (ℝ)

MISSING SKEWED

Distinct	18665
Distinct (%)	31.6%
Missing	502072
Missing (%)	89.5%
Infinite	0
Infinite (%)	0.0%
Mean	136.3495576

Minimum	0
Maximum	143500
Zeros	255
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	8.6555
Q1	23.24
median	45.17
Q3	99.92
95-th percentile	450.5465
Maximum	143500
Range	143500
Interquartile range (IQR)	76.68

Descriptive statistics

Standard deviation	798.4007368
Coefficient of variation (CV)	5.855543288
Kurtosis	19503.74155
Mean	136.3495576
Median Absolute Deviation (MAD)	27.83
Skewness	120.8609144
Sum	8059895.048
Variance	637443.7365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	255	< 0.1%
92.22429	48	< 0.1%
30.94	33	< 0.1%
10.5	29	< 0.1%
23.25	26	< 0.1%
88.52	25	< 0.1%
32	25	< 0.1%
16	24	< 0.1%
12.5	24	< 0.1%
47	22	< 0.1%
Other values (18655)	58601	10.4%
(Missing)	502072	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	255	< 0.1%
0.0001	1	< 0.1%
0.002	1	< 0.1%
0.0055	1	< 0.1%
0.01	5	< 0.1%

Value	Count	Frequency (%)
143500	1	< 0.1%
69300	2	< 0.1%
22025	1	< 0.1%
10005.05	1	< 0.1%
3719.34	2	< 0.1%

conv_premium
Real number (ℝ)

MISSING SKEWED

Distinct	5313
Distinct (%)	85.6%
Missing	554976
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	6805.627923

Minimum	-5755417
Maximum	20249906
Zeros	252
Zeros (%)	< 0.1%
Negative	870
Negative (%)	0.2%
Memory size	4.3 MiB

Quantile statistics

Minimum	-5755417
5-th percentile	-35.2468325
Q1	11.7533975
median	25.000015
Q3	44.4043975
95-th percentile	818.4284585
Maximum	20249906
Range	26005323
Interquartile range (IQR)	32.651

Descriptive statistics

Standard deviation	346468.8905
Coefficient of variation (CV)	50.90917317
Kurtosis	2815.261541
Mean	6805.627923
Median Absolute Deviation (MAD)	15.86997
Skewness	50.47190035
Sum	42249338.14
Variance	1.200406921 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	252	< 0.1%
25	70	< 0.1%
20	56	< 0.1%
30	22	< 0.1%
12	17	< 0.1%
22	15	< 0.1%
15	12	< 0.1%
10	11	< 0.1%
23	9	< 0.1%
28	8	< 0.1%
Other values (5303)	5736	1.0%
(Missing)	554976	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5755417	1	< 0.1%
-98.92753	1	< 0.1%
-94.71021	1	< 0.1%
-92.71831	1	< 0.1%
-91.06004	1	< 0.1%

Value	Count	Frequency (%)
20249906	1	< 0.1%
16961383	1	< 0.1%
3611899	1	< 0.1%
793008.2069	1	< 0.1%
358240.2254	1	< 0.1%

conv_redemp_exception
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	521805
Missing (%)	93.0%
Memory size	4.3 MiB

N	38124
Y	1255

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	38124	6.8%
Y	1255	0.2%
(Missing)	521805	93.0%

Common Values (Plot)

conv_redemp_date
Categorical

HIGH CARDINALITY MISSING

Distinct	984
Distinct (%)	61.5%
Missing	559584
Missing (%)	99.7%
Memory size	4.3 MiB

2026-09-15	10
2025-05-31	10
2025-10-15	8
1988-07-15	8
2026-03-15	8
Other values (979)	1556

Overview
Categories

Unique

Unique	633 ?
Unique (%)	39.6%

Sample

1st row	1988-07-15
2nd row	1996-05-31
3rd row	1993-03-15
4th row	1994-01-15
5th row	1985-03-15

Common Values

Value	Count	Frequency (%)
2026-09-15	10	< 0.1%
2025-05-31	10	< 0.1%
2025-10-15	8	< 0.1%
1988-07-15	8	< 0.1%
2026-03-15	8	< 0.1%
2024-06-01	8	< 0.1%
2024-11-15	7	< 0.1%
2025-06-14	7	< 0.1%
2025-04-14	7	< 0.1%
2025-08-15	7	< 0.1%
Other values (974)	1520	0.3%
(Missing)	559584	99.7%

conv_price_percent
Real number (ℝ)

Distinct	36
Distinct (%)	1.8%
Missing	559140
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	111.7218821

Minimum	0
Maximum	1258
Zeros	384
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	125
median	130
Q3	140
95-th percentile	150
Maximum	1258
Range	1258
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	60.85773707
Coefficient of variation (CV)	0.5447253119
Kurtosis	61.12723836
Mean	111.7218821
Median Absolute Deviation (MAD)	10
Skewness	2.244567363
Sum	228359.527
Variance	3703.664161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
130	797	0.1%
150	436	0.1%
0	384	0.1%
140	186	< 0.1%
125	90	< 0.1%
120	43	< 0.1%
135	16	< 0.1%
200	14	< 0.1%
175	12	< 0.1%
115	10	< 0.1%
Other values (26)	56	< 0.1%
(Missing)	559140	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	384	0.1%
1.4	1	< 0.1%
12.07	1	< 0.1%
15	2	< 0.1%
34.65	1	< 0.1%

Value	Count	Frequency (%)
1258	1	< 0.1%
300	1	< 0.1%
280	1	< 0.1%
250	2	< 0.1%
200	14	< 0.1%

conv_part_trade_days
Real number (ℝ)

Distinct	12
Distinct (%)	0.6%
Missing	559153
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	16.57262432

Minimum	0
Maximum	60
Zeros	380
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20
median	20
Q3	20
95-th percentile	20
Maximum	60
Range	60
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.385391881
Coefficient of variation (CV)	0.5059785172
Kurtosis	0.9344273969
Mean	16.57262432
Median Absolute Deviation (MAD)	0
Skewness	-1.105443768
Sum	33659
Variance	70.314797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
20	1551	0.3%
0	380	0.1%
30	75	< 0.1%
5	6	< 0.1%
10	4	< 0.1%
15	4	< 0.1%
2	2	< 0.1%
25	2	< 0.1%
1	2	< 0.1%
60	2	< 0.1%
Other values (2)	3	< 0.1%
(Missing)	559153	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	380	0.1%
1	2	< 0.1%
2	2	< 0.1%
5	6	< 0.1%
10	4	< 0.1%

Value	Count	Frequency (%)
60	2	< 0.1%
45	1	< 0.1%
30	75	< 0.1%
25	2	< 0.1%
20	1551	0.3%

conv_total_trade_days
Real number (ℝ)

Distinct	11
Distinct (%)	0.5%
Missing	559153
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	24.06794682

Minimum	0
Maximum	60
Zeros	384
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	30
Q3	30
95-th percentile	30
Maximum	60
Range	60
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.95563687
Coefficient of variation (CV)	0.496745192
Kurtosis	0.4344250118
Mean	24.06794682
Median Absolute Deviation (MAD)	0
Skewness	-1.3751446
Sum	48882
Variance	142.9372529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
30	1567	0.3%
0	384	0.1%
20	60	< 0.1%
60	6	< 0.1%
10	4	< 0.1%
45	2	< 0.1%
35	2	< 0.1%
1	2	< 0.1%
40	2	< 0.1%
5	1	< 0.1%
(Missing)	559153	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	384	0.1%
1	2	< 0.1%
5	1	< 0.1%
10	4	< 0.1%
20	60	< 0.1%

Value	Count	Frequency (%)
60	6	< 0.1%
45	2	< 0.1%
40	2	< 0.1%
35	2	< 0.1%
30	1567	0.3%

conv_period_spec
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	521828
Missing (%)	93.0%
Memory size	4.3 MiB

N	38029
Y	1327

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	N
3rd row	N
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
N	38029	6.8%
Y	1327	0.2%
(Missing)	521828	93.0%

Common Values (Plot)

conv_period_days
Real number (ℝ)

Distinct	17
Distinct (%)	1.2%
Missing	559819
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.684249084

Minimum	0
Maximum	40
Zeros	70
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	10
Maximum	40
Range	40
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.941555374
Coefficient of variation (CV)	1.468401497
Kurtosis	19.05463854
Mean	2.684249084
Median Absolute Deviation (MAD)	0
Skewness	3.744541357
Sum	3664
Variance	15.53585876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	799	0.1%
2	178	< 0.1%
5	157	< 0.1%
0	70	< 0.1%
15	50	< 0.1%
3	33	< 0.1%
7	27	< 0.1%
10	25	< 0.1%
20	8	< 0.1%
6	6	< 0.1%
Other values (7)	12	< 0.1%
(Missing)	559819	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70	< 0.1%
1	799	0.1%
2	178	< 0.1%
3	33	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
35	1	< 0.1%
30	4	< 0.1%
20	8	< 0.1%
15	50	< 0.1%

agent_id
Real number (ℝ)

Distinct	3314
Distinct (%)	5.6%
Missing	501853
Missing (%)	89.4%
Infinite	0
Infinite (%)	0.0%
Mean	35097.9592

Minimum	3
Maximum	78189
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	3
5-th percentile	263
Q1	3100
median	43940
Q3	55223
95-th percentile	71511
Maximum	78189
Range	78186
Interquartile range (IQR)	52123

Descriptive statistics

Standard deviation	25156.81824
Coefficient of variation (CV)	0.7167601427
Kurtosis	-1.424255694
Mean	35097.9592
Median Absolute Deviation (MAD)	16342
Skewness	-0.2521835507
Sum	2082397017
Variance	632865504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
263	2356	0.4%
35097	1272	0.2%
54201	1255	0.2%
427	1042	0.2%
59842	969	0.2%
1689	800	0.1%
43867	798	0.1%
60010	780	0.1%
46203	761	0.1%
43940	723	0.1%
Other values (3304)	48575	8.7%
(Missing)	501853	89.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	10	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
11	18	< 0.1%
13	2	< 0.1%

Value	Count	Frequency (%)
78189	1	< 0.1%
78111	1	< 0.1%
78105	1	< 0.1%
78054	2	< 0.1%
78049	1	< 0.1%

shares_outstanding
Real number (ℝ)

Distinct	4509
Distinct (%)	87.5%
Missing	556029
Missing (%)	99.1%
Infinite	0
Infinite (%)	0.0%
Mean	207500991.8

Minimum	0
Maximum	9930000000
Zeros	245
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	307214
Q1	33708933.5
median	71310000
Q3	166504500
95-th percentile	763518200
Maximum	9930000000
Range	9930000000
Interquartile range (IQR)	132795566.5

Descriptive statistics

Standard deviation	528298434.3
Coefficient of variation (CV)	2.546004382
Kurtosis	83.27822737
Mean	207500991.8
Median Absolute Deviation (MAD)	47879570
Skewness	7.774307836
Sum	1.069667613 × 10¹²
Variance	2.790992357 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	245	< 0.1%
204385177	11	< 0.1%
118817800	6	< 0.1%
169576043	5	< 0.1%
569382412	5	< 0.1%
2202402441	4	< 0.1%
163206598	4	< 0.1%
250730000	4	< 0.1%
623004728	4	< 0.1%
92358140	4	< 0.1%
Other values (4499)	4863	0.9%
(Missing)	556029	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	245	< 0.1%
0.01143	1	< 0.1%
83.85506	1	< 0.1%
1337.25139	1	< 0.1%
33960	1	< 0.1%

Value	Count	Frequency (%)
9930000000	1	< 0.1%
8763839000	1	< 0.1%
6718000000	1	< 0.1%
6690000000	1	< 0.1%
6670000000	1	< 0.1%

orig_conv_price
Real number (ℝ)

MISSING SKEWED

Distinct	4106
Distinct (%)	64.6%
Missing	554832
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	83.69747807

Minimum	0
Maximum	89605.73477
Zeros	33
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4.0036465
Q1	14.90715
median	29.188515
Q3	52.0824625
95-th percentile	121.843565
Maximum	89605.73477
Range	89605.73477
Interquartile range (IQR)	37.1753125

Descriptive statistics

Standard deviation	1687.300288
Coefficient of variation (CV)	20.15951169
Kurtosis	2559.140501
Mean	83.69747807
Median Absolute Deviation (MAD)	17.060675
Skewness	49.64510861
Sum	531646.3807
Variance	2846982.261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33	< 0.1%
20	24	< 0.1%
40	24	< 0.1%
50	21	< 0.1%
25	19	< 0.1%
12	18	< 0.1%
15	17	< 0.1%
5	16	< 0.1%
30	16	< 0.1%
10	15	< 0.1%
Other values (4096)	6149	1.1%
(Missing)	554832	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	< 0.1%
0.01924	1	< 0.1%
0.0618	1	< 0.1%
0.1134	1	< 0.1%
0.137	1	< 0.1%

Value	Count	Frequency (%)
89605.73477	2	< 0.1%
42669	1	< 0.1%
12323.81	1	< 0.1%
4051	1	< 0.1%
2623	1	< 0.1%

orig_commod_price
Real number (ℝ)

MISSING SKEWED

Distinct	18738
Distinct (%)	31.7%
Missing	502065
Missing (%)	89.5%
Infinite	0
Infinite (%)	0.0%
Mean	137.3035399

Minimum	0
Maximum	143500
Zeros	43
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	9.31
Q1	23.51
median	45.55
Q3	101.2
95-th percentile	460.25
Maximum	143500
Range	143500
Interquartile range (IQR)	77.69

Descriptive statistics

Standard deviation	811.6687443
Coefficient of variation (CV)	5.911491758
Kurtosis	18789.89986
Mean	137.3035399
Median Absolute Deviation (MAD)	27.97
Skewness	119.4230657
Sum	8117247.973
Variance	658806.1505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43	< 0.1%
20	27	< 0.1%
32	26	< 0.1%
16	25	< 0.1%
14	24	< 0.1%
27.75	24	< 0.1%
47	23	< 0.1%
18	22	< 0.1%
15.42	22	< 0.1%
12.4	22	< 0.1%
Other values (18728)	58861	10.5%
(Missing)	502065	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43	< 0.1%
0.13	1	< 0.1%
0.215	1	< 0.1%
0.25702	1	< 0.1%
0.26	1	< 0.1%

Value	Count	Frequency (%)
143500	1	< 0.1%
77900	1	< 0.1%
69300	1	< 0.1%
22025	1	< 0.1%
10005.05	1	< 0.1%

orig_conv_premium
Real number (ℝ)

MISSING SKEWED

Distinct	5135
Distinct (%)	82.6%
Missing	554964
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	49.70623161

Minimum	-98.92753
Maximum	56874.603
Zeros	75
Zeros (%)	< 0.1%
Negative	495
Negative (%)	0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-98.92753
5-th percentile	-12.6684665
Q1	16.78336
median	25.00002
Q3	37.903595
95-th percentile	111.8185155
Maximum	56874.603
Range	56973.53053
Interquartile range (IQR)	21.120235

Descriptive statistics

Standard deviation	730.0187152
Coefficient of variation (CV)	14.68666386
Kurtosis	5906.221194
Mean	49.70623161
Median Absolute Deviation (MAD)	10.000125
Skewness	75.92180339
Sum	309172.7606
Variance	532927.3246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	100	< 0.1%
20	79	< 0.1%
0	75	< 0.1%
30	41	< 0.1%
22	26	< 0.1%
15	19	< 0.1%
12	18	< 0.1%
40	13	< 0.1%
18	13	< 0.1%
10	13	< 0.1%
Other values (5125)	5823	1.0%
(Missing)	554964	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-98.92753	1	< 0.1%
-94	1	< 0.1%
-91.06004	1	< 0.1%
-90.84512	1	< 0.1%
-90.29972	1	< 0.1%

Value	Count	Frequency (%)
56874.603	1	< 0.1%
3154.75099	1	< 0.1%
2583.09456	1	< 0.1%
2539.21569	1	< 0.1%
2403.7036	1	< 0.1%

orig_shares_outstanding
Real number (ℝ)

Distinct	4405
Distinct (%)	93.2%
Missing	556456
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	197199128

Minimum	0
Maximum	9930000000
Zeros	20
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	14729922.85
Q1	37233497
median	71336235.5
Q3	161152165.5
95-th percentile	691221850
Maximum	9930000000
Range	9930000000
Interquartile range (IQR)	123918668.5

Descriptive statistics

Standard deviation	503943648
Coefficient of variation (CV)	2.555506473
Kurtosis	102.0902515
Mean	197199128
Median Absolute Deviation (MAD)	43235991
Skewness	8.573955758
Sum	9.32357477 × 10¹¹
Variance	2.539592004 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	< 0.1%
204385177	12	< 0.1%
250730000	6	< 0.1%
163206598	4	< 0.1%
37702000	4	< 0.1%
1207011573	4	< 0.1%
169576000	4	< 0.1%
55500000	4	< 0.1%
40013574	4	< 0.1%
2202402441	4	< 0.1%
Other values (4395)	4662	0.8%
(Missing)	556456	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	< 0.1%
1337.25139	1	< 0.1%
11600	1	< 0.1%
33960	1	< 0.1%
68600	1	< 0.1%

Value	Count	Frequency (%)
9930000000	1	< 0.1%
8763839000	1	< 0.1%
6718000000	1	< 0.1%
6690000000	1	< 0.1%
6670000000	1	< 0.1%

orig_percent_outstanding_com
Real number (ℝ)

MISSING SKEWED

Distinct	5261
Distinct (%)	97.1%
Missing	555766
Missing (%)	99.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.93208649

Minimum	0
Maximum	209017
Zeros	46
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1.2679785
Q1	5.93768
median	10.551
Q3	16.7881575
95-th percentile	36.4378005
Maximum	209017
Range	209017
Interquartile range (IQR)	10.8504775

Descriptive statistics

Standard deviation	2845.240575
Coefficient of variation (CV)	48.27999049
Kurtosis	5373.338857
Mean	58.93208649
Median Absolute Deviation (MAD)	5.207585
Skewness	73.16424642
Sum	319294.0446
Variance	8095393.932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	< 0.1%
100	4	< 0.1%
6.43783	4	< 0.1%
4.87155	4	< 0.1%
4.06426	3	< 0.1%
3	3	< 0.1%
9.34762	2	< 0.1%
27	2	< 0.1%
6.18927	2	< 0.1%
7.61531	2	< 0.1%
Other values (5251)	5346	1.0%
(Missing)	555766	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46	< 0.1%
0.00055	1	< 0.1%
0.00103	1	< 0.1%
0.00114	1	< 0.1%
0.00159	1	< 0.1%

Value	Count	Frequency (%)
209017	1	< 0.1%
11482.82979	1	< 0.1%
3486.4565	1	< 0.1%
3387.27436	1	< 0.1%
2856.28178	1	< 0.1%

orig_qty_of_commod
Real number (ℝ)

MISSING SKEWED

Distinct	4319
Distinct (%)	68.6%
Missing	554885
Missing (%)	98.9%
Infinite	0
Infinite (%)	0.0%
Mean	84.92237215

Minimum	0
Maximum	55762
Zeros	26
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1.862884
Q1	15.05715
median	30.75787
Q3	62.24705
95-th percentile	216.07956
Maximum	55762
Range	55762
Interquartile range (IQR)	47.1899

Descriptive statistics

Standard deviation	929.0746951
Coefficient of variation (CV)	10.94028195
Kurtosis	2980.035176
Mean	84.92237215
Median Absolute Deviation (MAD)	19.24213
Skewness	53.26868872
Sum	534926.0222
Variance	863179.7891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26	< 0.1%
50	22	< 0.1%
20	21	< 0.1%
25	21	< 0.1%
100	14	< 0.1%
40	14	< 0.1%
200	14	< 0.1%
1	13	< 0.1%
62.5	12	< 0.1%
31.25	11	< 0.1%
Other values (4309)	6131	1.1%
(Missing)	554885	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	< 0.1%
0.0089	1	< 0.1%
0.1	2	< 0.1%
0.10979	1	< 0.1%
0.1116	2	< 0.1%

Value	Count	Frequency (%)
55762	1	< 0.1%
45809	1	< 0.1%
7299.27	1	< 0.1%
4606	1	< 0.1%
4444.44444	1	< 0.1%

as_of_date
Categorical

HIGH CARDINALITY MISSING

Distinct	5892
Distinct (%)	9.9%
Missing	501452
Missing (%)	89.4%
Memory size	4.3 MiB

2010-03-26	278
2010-04-27	249
2008-06-25	248
2010-01-26	246
2008-05-27	227
Other values (5887)	58484

Overview
Categories

Unique

Unique	1515 ?
Unique (%)	2.5%

Sample

1st row	1986-07-22
2nd row	1993-04-22
3rd row	1992-03-12
4th row	1989-06-15
5th row	1991-03-08

Common Values

Value	Count	Frequency (%)
2010-03-26	278	< 0.1%
2010-04-27	249	< 0.1%
2008-06-25	248	< 0.1%
2010-01-26	246	< 0.1%
2008-05-27	227	< 0.1%
2008-03-26	224	< 0.1%
2007-10-26	221	< 0.1%
2008-01-28	214	< 0.1%
2008-07-28	201	< 0.1%
2010-02-23	197	< 0.1%
Other values (5882)	57427	10.2%
(Missing)	501452	89.4%

reason
Categorical

IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	502854
Missing (%)	89.6%
Memory size	4.3 MiB

I	54719
REV	2608
AM	407
NC	340
TC	256

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NC
2nd row	REV
3rd row	REV
4th row	NC
5th row	AM

Common Values

Value	Count	Frequency (%)
I	54719	9.8%
REV	2608	0.5%
AM	407	0.1%
NC	340	0.1%
TC	256	< 0.1%
(Missing)	502854	89.6%

Common Values (Plot)

change_date
Categorical

HIGH CARDINALITY MISSING

Distinct	6044
Distinct (%)	10.1%
Missing	501452
Missing (%)	89.4%
Memory size	4.3 MiB

2010-03-26	278
2010-04-27	249
2008-06-25	248
2010-01-26	247
2008-05-27	227
Other values (6039)	58483

Overview
Categories

Unique

Unique	1614 ?
Unique (%)	2.7%

Sample

1st row	1986-07-22
2nd row	1993-04-22
3rd row	1992-03-12
4th row	1989-06-15
5th row	1991-03-08

Common Values

Value	Count	Frequency (%)
2010-03-26	278	< 0.1%
2010-04-27	249	< 0.1%
2008-06-25	248	< 0.1%
2010-01-26	247	< 0.1%
2008-05-27	227	< 0.1%
2008-03-26	224	< 0.1%
2007-10-26	221	< 0.1%
2008-01-28	214	< 0.1%
2008-07-28	201	< 0.1%
2010-02-23	197	< 0.1%
Other values (6034)	57426	10.2%
(Missing)	501452	89.4%

split_date
Categorical

HIGH CARDINALITY MISSING

Distinct	310
Distinct (%)	47.4%
Missing	560530
Missing (%)	99.9%
Memory size	4.3 MiB

2014-06-09	48
2007-12-04	23
2015-09-30	17
2008-07-24	16
2020-04-23	14
Other values (305)	536

Overview
Categories

Unique

Unique	215 ?
Unique (%)	32.9%

Sample

1st row	1999-01-19
2nd row	2006-12-12
3rd row	2005-08-02
4th row	1999-10-22
5th row	2002-01-16

Common Values

Value	Count	Frequency (%)
2014-06-09	48	< 0.1%
2007-12-04	23	< 0.1%
2015-09-30	17	< 0.1%
2008-07-24	16	< 0.1%
2020-04-23	14	< 0.1%
2008-05-28	14	< 0.1%
2019-06-03	12	< 0.1%
2014-04-21	11	< 0.1%
2016-04-08	10	< 0.1%
2007-08-21	9	< 0.1%
Other values (300)	480	0.1%
(Missing)	560530	99.9%

split_ratio
Categorical

Distinct	41
Distinct (%)	6.3%
Missing	560530
Missing (%)	99.9%
Memory size	4.3 MiB

2:1	275
3:2	51
7:1	48
3:1	38
1:10	35
Other values (36)	207

Overview
Categories

Unique

Unique	15 ?
Unique (%)	2.3%

Sample

1st row	2:1
2nd row	2:1
3rd row	2:1
4th row	2:1
5th row	2:1

Common Values

Value	Count	Frequency (%)
2:1	275	< 0.1%
3:2	51	< 0.1%
7:1	48	< 0.1%
3:1	38	< 0.1%
1:10	35	< 0.1%
1:3	28	< 0.1%
1:15	26	< 0.1%
1:4	20	< 0.1%
1:50	18	< 0.1%
1:20	14	< 0.1%
Other values (31)	101	< 0.1%
(Missing)	560530	99.9%

conditional_conv_terms
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	522172
Missing (%)	93.0%
Memory size	4.3 MiB

N	36991
Y	2021

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	36991	6.6%
Y	2021	0.4%
(Missing)	522172	93.0%

Common Values (Plot)

soft_call_make_whole
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	523231
Missing (%)	93.2%
Memory size	4.3 MiB

N	37883
Y	70

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37883	6.8%
Y	70	< 0.1%
(Missing)	523231	93.2%

Common Values (Plot)

peps
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	523207
Missing (%)	93.2%
Memory size	4.3 MiB

N	37804
Y	173

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37804	6.7%
Y	173	< 0.1%
(Missing)	523207	93.2%

Common Values (Plot)

percs
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	523299
Missing (%)	93.2%
Memory size	4.3 MiB

N	37880
Y	5

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37880	6.8%
Y	5	< 0.1%
(Missing)	523299	93.2%

Common Values (Plot)

conv_prohibited_from
Categorical

HIGH CARDINALITY MISSING

Distinct	1140
Distinct (%)	68.6%
Missing	559523
Missing (%)	99.7%
Memory size	4.3 MiB

2024-03-20	19
2023-06-20	13
2023-09-20	11
2023-06-05	11
2024-02-20	10
Other values (1135)	1597

Overview
Categories

Unique

Unique	841 ?
Unique (%)	50.6%

Sample

1st row	1986-07-29
2nd row	1993-04-30
3rd row	1991-03-15
4th row	1992-01-31
5th row	1983-03-15

Common Values

Value	Count	Frequency (%)
2024-03-20	19	< 0.1%
2023-06-20	13	< 0.1%
2023-09-20	11	< 0.1%
2023-06-05	11	< 0.1%
2024-02-20	10	< 0.1%
2023-12-20	9	< 0.1%
2023-05-20	9	< 0.1%
2024-11-20	8	< 0.1%
2024-05-20	7	< 0.1%
2023-05-06	7	< 0.1%
Other values (1130)	1557	0.3%
(Missing)	559523	99.7%

convert_on_call
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	522837
Missing (%)	93.2%
Memory size	4.3 MiB

N	37537
Y	810

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37537	6.7%
Y	810	0.1%
(Missing)	522837	93.2%

Common Values (Plot)

coco_start_date
Categorical

HIGH CARDINALITY MISSING

Distinct	1365
Distinct (%)	63.5%
Missing	559034
Missing (%)	99.6%
Memory size	4.3 MiB

2019-12-31	22
2021-07-01	20
2018-09-30	19
2011-07-01	13
2019-06-30	12
Other values (1360)	2064

Overview
Categories

Unique

Unique	965 ?
Unique (%)	44.9%

Sample

1st row	2001-01-08
2nd row	2001-02-28
3rd row	2001-02-02
4th row	2001-04-11
5th row	2001-05-23

Common Values

Value	Count	Frequency (%)
2019-12-31	22	< 0.1%
2021-07-01	20	< 0.1%
2018-09-30	19	< 0.1%
2011-07-01	13	< 0.1%
2019-06-30	12	< 0.1%
2022-04-01	12	< 0.1%
2019-09-30	11	< 0.1%
2003-06-30	10	< 0.1%
2018-12-31	10	< 0.1%
2003-09-30	9	< 0.1%
Other values (1355)	2012	0.4%
(Missing)	559034	99.6%

coco_end_date
Categorical

HIGH CARDINALITY MISSING

Distinct	819
Distinct (%)	38.6%
Missing	559063
Missing (%)	99.6%
Memory size	4.3 MiB

2023-08-01	16
2023-07-15	14
2024-11-30	13
2018-05-14	12
2023-05-15	12
Other values (814)	2054

Overview
Categories

Unique

Unique	348 ?
Unique (%)	16.4%

Sample

1st row	2020-11-17
2nd row	2008-03-01
3rd row	2031-02-07
4th row	2021-02-12
5th row	2031-03-31

Common Values

Value	Count	Frequency (%)
2023-08-01	16	< 0.1%
2023-07-15	14	< 0.1%
2024-11-30	13	< 0.1%
2018-05-14	12	< 0.1%
2023-05-15	12	< 0.1%
2025-05-31	12	< 0.1%
2025-08-14	12	< 0.1%
2024-02-15	11	< 0.1%
2021-12-14	11	< 0.1%
2026-09-14	11	< 0.1%
Other values (809)	1997	0.4%
(Missing)	559063	99.6%

coco_initial_trigger_percent
Real number (ℝ)

Distinct	20
Distinct (%)	1.0%
Missing	559137
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	126.7126673

Minimum	98
Maximum	220
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	98
5-th percentile	110
Q1	120
median	130
Q3	130
95-th percentile	130
Maximum	220
Range	122
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.519910328
Coefficient of variation (CV)	0.05934616078
Kurtosis	24.86654738
Mean	126.7126673
Median Absolute Deviation (MAD)	0
Skewness	1.765359717
Sum	259380.83
Variance	56.54905134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
130	1276	0.2%
120	510	0.1%
110	109	< 0.1%
125	68	< 0.1%
150	33	< 0.1%
135	15	< 0.1%
140	12	< 0.1%
115	6	< 0.1%
100	4	< 0.1%
220	2	< 0.1%
Other values (10)	12	< 0.1%
(Missing)	559137	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
98	1	< 0.1%
100	4	< 0.1%
110	109	< 0.1%
114.71	1	< 0.1%
115	6	< 0.1%

Value	Count	Frequency (%)
220	2	< 0.1%
175	1	< 0.1%
160	1	< 0.1%
156.25	1	< 0.1%
150	33	< 0.1%

coco_trigger_expressed_as
Categorical

IMBALANCE MISSING

Distinct	5
Distinct (%)	0.2%
Missing	559142
Missing (%)	99.6%
Memory size	4.3 MiB

CP	1934
ACP	88
AV	15
ISP	4
BMP	1

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	ACP
2nd row	CP
3rd row	ACP
4th row	ACP
5th row	ACP

Common Values

Value	Count	Frequency (%)
CP	1934	0.3%
ACP	88	< 0.1%
AV	15	< 0.1%
ISP	4	< 0.1%
BMP	1	< 0.1%
(Missing)	559142	99.6%

Common Values (Plot)

coco_change_rate
Real number (ℝ)

Distinct	24
Distinct (%)	1.6%
Missing	559660
Missing (%)	99.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.7059317585

Minimum	-1.11
Maximum	150
Zeros	1473
Zeros (%)	0.3%
Negative	25
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-1.11
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	150
Range	151.11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.451496746
Coefficient of variation (CV)	13.3886833
Kurtosis	188.3489324
Mean	0.7059317585
Median Absolute Deviation (MAD)	0
Skewness	13.71701298
Sum	1075.84
Variance	89.33079073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	1473	0.3%
-0.5	13	< 0.1%
0.5	8	< 0.1%
130	6	< 0.1%
-0.334	2	< 0.1%
-0.513	2	< 0.1%
20	2	< 0.1%
-0.336	2	< 0.1%
-1.11	1	< 0.1%
150	1	< 0.1%
Other values (14)	14	< 0.1%
(Missing)	559660	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.11	1	< 0.1%
-0.513	2	< 0.1%
-0.512	1	< 0.1%
-0.5	13	< 0.1%
-0.4	1	< 0.1%

Value	Count	Frequency (%)
150	1	< 0.1%
130	6	< 0.1%
110	1	< 0.1%
20	2	< 0.1%
1	1	< 0.1%

coco_min_trigger_level
Real number (ℝ)

Distinct	22
Distinct (%)	1.2%
Missing	559366
Missing (%)	99.7%
Infinite	0
Infinite (%)	0.0%
Mean	126.001104

Minimum	0
Maximum	220
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	110
Q1	120
median	130
Q3	130
95-th percentile	130
Maximum	220
Range	220
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.795210432
Coefficient of variation (CV)	0.06980264581
Kurtosis	38.00995019
Mean	126.001104
Median Absolute Deviation (MAD)	0
Skewness	-0.4217115419
Sum	229070.007
Variance	77.35572653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
130	1061	0.2%
120	462	0.1%
110	137	< 0.1%
125	63	< 0.1%
150	32	< 0.1%
135	14	< 0.1%
140	12	< 0.1%
115	10	< 0.1%
98	6	< 0.1%
100	5	< 0.1%
Other values (12)	16	< 0.1%
(Missing)	559366	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
97	1	< 0.1%
98	6	< 0.1%
100	5	< 0.1%
109.827	1	< 0.1%

Value	Count	Frequency (%)
220	2	< 0.1%
175	1	< 0.1%
160	1	< 0.1%
156.25	1	< 0.1%
150	32	< 0.1%

coco_change_frequency
Categorical

IMBALANCE MISSING

Distinct	4
Distinct (%)	0.2%
Missing	559156
Missing (%)	99.6%
Memory size	4.3 MiB

NONE	1753
Q	252
A	16
S	7

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NONE
2nd row	NONE
3rd row	Q
4th row	NONE
5th row	Q

Common Values

Value	Count	Frequency (%)
NONE	1753	0.3%
Q	252	< 0.1%
A	16	< 0.1%
S	7	< 0.1%
(Missing)	559156	99.6%

Common Values (Plot)

coco_trade_days
Real number (ℝ)

Distinct	4
Distinct (%)	0.2%
Missing	559164
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	2016.832673

Minimum	11
Maximum	2030
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	11
5-th percentile	2030
Q1	2030
median	2030
Q3	2030
95-th percentile	2030
Maximum	2030
Range	2019
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	156.7529097
Coefficient of variation (CV)	0.07772231768
Kurtosis	157.0237707
Mean	2016.832673
Median Absolute Deviation (MAD)	0
Skewness	-12.52814301
Sum	4074002
Variance	24571.47471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
2030	1971	0.4%
2020	33	< 0.1%
11	12	< 0.1%
1520	4	< 0.1%
(Missing)	559164	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	12	< 0.1%
1520	4	< 0.1%
2020	33	< 0.1%
2030	1971	0.4%

Value	Count	Frequency (%)
2030	1971	0.4%
2020	33	< 0.1%
1520	4	< 0.1%
11	12	< 0.1%

coco_trade_days_in_previous
Categorical

IMBALANCE MISSING

Distinct	3
Distinct (%)	0.1%
Missing	559161
Missing (%)	99.6%
Memory size	4.3 MiB

Q	1944
PD	74
S	5

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PD
2nd row	Q
3rd row	Q
4th row	PD
5th row	Q

Common Values

Value	Count	Frequency (%)
Q	1944	0.3%
PD	74	< 0.1%
S	5	< 0.1%
(Missing)	559161	99.6%

Common Values (Plot)

sc_make_whole_start_date
Categorical

Distinct	44
Distinct (%)	97.8%
Missing	561139
Missing (%)	> 99.9%
Memory size	4.3 MiB

2013-02-03	2
2004-02-24	1
2003-08-12	1
2003-10-30	1
2004-03-16	1
Other values (39)	39

Overview
Categories

Unique

Unique	43 ?
Unique (%)	95.6%

Sample

1st row	1999-06-13
2nd row	2000-09-02
3rd row	2001-11-27
4th row	2002-02-01
5th row	2002-02-20

Common Values

Value	Count	Frequency (%)
2013-02-03	2	< 0.1%
2004-02-24	1	< 0.1%
2003-08-12	1	< 0.1%
2003-10-30	1	< 0.1%
2004-03-16	1	< 0.1%
2006-06-18	1	< 0.1%
2004-03-04	1	< 0.1%
2004-02-27	1	< 0.1%
2004-05-26	1	< 0.1%
2004-05-21	1	< 0.1%
Other values (34)	34	< 0.1%
(Missing)	561139	> 99.9%

sc_make_whole_end_date
Categorical

Distinct	35
Distinct (%)	77.8%
Missing	561139
Missing (%)	> 99.9%
Memory size	4.3 MiB

2007-03-06	3
2010-07-15	2
2006-06-30	2
2014-03-15	2
2008-08-15	2
Other values (30)	34

Overview
Categories

Unique

Unique	26 ?
Unique (%)	57.8%

Sample

1st row	2002-02-06
2nd row	2003-02-07
3rd row	2004-06-21
4th row	2005-02-01
5th row	2005-02-20

Common Values

Value	Count	Frequency (%)
2007-03-06	3	< 0.1%
2010-07-15	2	< 0.1%
2006-06-30	2	< 0.1%
2014-03-15	2	< 0.1%
2008-08-15	2	< 0.1%
2015-03-01	2	< 0.1%
2005-02-01	2	< 0.1%
2004-06-21	2	< 0.1%
2003-02-07	2	< 0.1%
2016-08-15	1	< 0.1%
Other values (25)	25	< 0.1%
(Missing)	561139	> 99.9%

sc_make_whole_decrement_type
Categorical

Distinct	3
Distinct (%)	7.1%
Missing	561142
Missing (%)	> 99.9%
Memory size	4.3 MiB

CP	22
CPV	19
A	1

Overview
Categories

Unique

Unique	1 ?
Unique (%)	2.4%

Sample

1st row	CP
2nd row	CP
3rd row	CP
4th row	CP
5th row	CPV

Common Values

Value	Count	Frequency (%)
CP	22	< 0.1%
CPV	19	< 0.1%
A	1	< 0.1%
(Missing)	561142	> 99.9%

Common Values (Plot)

sc_make_whole_initial_amount
Real number (ℝ)

Distinct	15
Distinct (%)	71.4%
Missing	561163
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	140.6142857

Minimum	60
Maximum	236.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	60
5-th percentile	75
Q1	112.94
median	130.1
Q3	165
95-th percentile	236.9
Maximum	236.9
Range	176.9
Interquartile range (IQR)	52.06

Descriptive statistics

Standard deviation	48.53163088
Coefficient of variation (CV)	0.345140116
Kurtosis	-0.09901469759
Mean	140.6142857
Median Absolute Deviation (MAD)	34.9
Skewness	0.5111300165
Sum	2952.9
Variance	2355.319196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
165	4	< 0.1%
120	2	< 0.1%
130.1	2	< 0.1%
236.9	2	< 0.1%
212.6	1	< 0.1%
172.5	1	< 0.1%
105	1	< 0.1%
86.25	1	< 0.1%
135	1	< 0.1%
112.94	1	< 0.1%
Other values (5)	5	< 0.1%
(Missing)	561163	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60	1	< 0.1%
75	1	< 0.1%
86.25	1	< 0.1%
90	1	< 0.1%
105	1	< 0.1%

Value	Count	Frequency (%)
236.9	2	< 0.1%
212.6	1	< 0.1%
172.5	1	< 0.1%
165	4	< 0.1%
150	1	< 0.1%

sc_make_whole_change_percent
Real number (ℝ)

Distinct	15
Distinct (%)	71.4%
Missing	561163
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.869047619

Minimum	1.625
Maximum	5.75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	1.625
5-th percentile	1.875
Q1	2.875
median	4
Q3	5
95-th percentile	5.75
Maximum	5.75
Range	4.125
Interquartile range (IQR)	2.125

Descriptive statistics

Standard deviation	1.372996376
Coefficient of variation (CV)	0.3548667556
Kurtosis	-1.323001728
Mean	3.869047619
Median Absolute Deviation (MAD)	1.125
Skewness	-0.1370450908
Sum	81.25
Variance	1.885119048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
5.5	3	< 0.1%
5.75	2	< 0.1%
4	2	< 0.1%
4.25	2	< 0.1%
2.875	2	< 0.1%
4.75	1	< 0.1%
3.5	1	< 0.1%
4.5	1	< 0.1%
2.25	1	< 0.1%
3	1	< 0.1%
Other values (5)	5	< 0.1%
(Missing)	561163	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.625	1	< 0.1%
1.875	1	< 0.1%
2	1	< 0.1%
2.25	1	< 0.1%
2.5	1	< 0.1%

Value	Count	Frequency (%)
5.75	2	< 0.1%
5.5	3	< 0.1%
5	1	< 0.1%
4.75	1	< 0.1%
4.5	1	< 0.1%

peps_max_conversion_ratio
Real number (ℝ)

Distinct	155
Distinct (%)	89.1%
Missing	561010
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	11.44116483

Minimum	0.1973
Maximum	571.42857
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0.1973
5-th percentile	0.4721
Q1	0.91545
median	1.4233
Q3	3.5676
95-th percentile	41.860455
Maximum	571.42857
Range	571.23127
Interquartile range (IQR)	2.65215

Descriptive statistics

Standard deviation	51.6618402
Coefficient of variation (CV)	4.515435358
Kurtosis	85.50399782
Mean	11.44116483
Median Absolute Deviation (MAD)	0.7399
Skewness	8.695690753
Sum	1990.76268
Variance	2668.945733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	11	< 0.1%
9.0909	2	< 0.1%
1.8182	2	< 0.1%
0.9001	2	< 0.1%
2.1739	2	< 0.1%
1.3513	2	< 0.1%
3.5714	2	< 0.1%
0.6231	2	< 0.1%
1.2821	2	< 0.1%
0.5997	2	< 0.1%
Other values (145)	145	< 0.1%
(Missing)	561010	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1973	1	< 0.1%
0.2833	1	< 0.1%
0.28835	1	< 0.1%
0.3325	1	< 0.1%
0.342	1	< 0.1%

Value	Count	Frequency (%)
571.42857	1	< 0.1%
259.7402	1	< 0.1%
250	1	< 0.1%
71.4286	1	< 0.1%
62.5	1	< 0.1%

peps_min_conversion_ratio
Real number (ℝ)

Distinct	166
Distinct (%)	95.4%
Missing	561010
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	9.232984195

Minimum	0.1579
Maximum	444.44444
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0.1579
5-th percentile	0.416285
Q1	0.766
median	1.169
Q3	3.017525
95-th percentile	34.371065
Maximum	444.44444
Range	444.28654
Interquartile range (IQR)	2.251525

Descriptive statistics

Standard deviation	40.77911151
Coefficient of variation (CV)	4.416677279
Kurtosis	81.60072621
Mean	9.232984195
Median Absolute Deviation (MAD)	0.59845
Skewness	8.502169718
Sum	1606.53925
Variance	1662.935936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8475	3	< 0.1%
0.5082	2	< 0.1%
0.833	2	< 0.1%
0.8333	2	< 0.1%
0.5258	2	< 0.1%
0.766	2	< 0.1%
1.0811	2	< 0.1%
0.5038	1	< 0.1%
1.2355	1	< 0.1%
185.5288	1	< 0.1%
Other values (156)	156	< 0.1%
(Missing)	561010	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1579	1	< 0.1%
0.2354	1	< 0.1%
0.2361	1	< 0.1%
0.2406	1	< 0.1%
0.266	1	< 0.1%

Value	Count	Frequency (%)
444.44444	1	< 0.1%
227.2727	1	< 0.1%
185.5288	1	< 0.1%
58.548	1	< 0.1%
50.813	1	< 0.1%

peps_higher_price
Real number (ℝ)

Distinct	169
Distinct (%)	97.1%
Missing	561010
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	56.30011592

Minimum	1.968
Maximum	708.01473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	1.968
5-th percentile	5.533
Q1	22.27
median	38.66534
Q3	65.2274175
95-th percentile	133.572306
Maximum	708.01473
Range	706.04673
Interquartile range (IQR)	42.9574175

Descriptive statistics

Standard deviation	72.20613154
Coefficient of variation (CV)	1.282521898
Kurtosis	40.93382712
Mean	56.30011592
Median Absolute Deviation (MAD)	19.776185
Skewness	5.408761605
Sum	9796.22017
Variance	5213.725432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.548	2	< 0.1%
65.27415	2	< 0.1%
92.49838	2	< 0.1%
22.27	2	< 0.1%
49.19	2	< 0.1%
43.74836	1	< 0.1%
7.11724	1	< 0.1%
80.58018	1	< 0.1%
80.93889	1	< 0.1%
5.39	1	< 0.1%
Other values (159)	159	< 0.1%
(Missing)	561010	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.968	1	< 0.1%
2	1	< 0.1%
2.25	1	< 0.1%
2.415	1	< 0.1%
3.11	1	< 0.1%

Value	Count	Frequency (%)
708.01473	1	< 0.1%
352.79591	1	< 0.1%
330.00033	1	< 0.1%
312.23	1	< 0.1%
211.77467	1	< 0.1%

peps_lower_price
Real number (ℝ)

Distinct	166
Distinct (%)	95.4%
Missing	561010
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	46.18260368

Minimum	1.6
Maximum	590.00531
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	1.6
5-th percentile	4.537
Q1	17.97
median	31.29003
Q3	55.274535
95-th percentile	111.31273
Maximum	590.00531
Range	588.40531
Interquartile range (IQR)	37.304535

Descriptive statistics

Standard deviation	59.85118547
Coefficient of variation (CV)	1.295968194
Kurtosis	42.15696658
Mean	46.18260368
Median Absolute Deviation (MAD)	16.40541
Skewness	5.512770264
Sum	8035.77304
Variance	3582.164402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.5	3	< 0.1%
40.125	2	< 0.1%
14.00011	2	< 0.1%
55.54938	2	< 0.1%
74.00281	2	< 0.1%
16	2	< 0.1%
41.6875	2	< 0.1%
87.19916	1	< 0.1%
67.15015	1	< 0.1%
64.75006	1	< 0.1%
Other values (156)	156	< 0.1%
(Missing)	561010	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.6	1	< 0.1%
1.6667	1	< 0.1%
1.75	1	< 0.1%
2.1	1	< 0.1%
2.55	1	< 0.1%

Value	Count	Frequency (%)
590.00531	1	< 0.1%
288.00184	1	< 0.1%
282.31043	1	< 0.1%
264.6	1	< 0.1%
176.49135	1	< 0.1%

peps_issue_price
Real number (ℝ)

Distinct	16
Distinct (%)	9.9%
Missing	561022
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	60.45026235

Minimum	12.5
Maximum	264.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	12.5
5-th percentile	25
Q1	25
median	50
Q3	100
95-th percentile	100
Maximum	264.6
Range	252.1
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	45.08243139
Coefficient of variation (CV)	0.7457772662
Kurtosis	8.01891978
Mean	60.45026235
Median Absolute Deviation (MAD)	25
Skewness	2.458429898
Sum	9792.9425
Variance	2032.42562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
50	58	< 0.1%
25	48	< 0.1%
100	40	< 0.1%
250	4	< 0.1%
36.05	1	< 0.1%
264.6	1	< 0.1%
30.15	1	< 0.1%
26.25	1	< 0.1%
12.5	1	< 0.1%
31.58	1	< 0.1%
Other values (6)	6	< 0.1%
(Missing)	561022	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.5	1	< 0.1%
22.25	1	< 0.1%
22.5	1	< 0.1%
25	48	< 0.1%
26.25	1	< 0.1%

Value	Count	Frequency (%)
264.6	1	< 0.1%
250	4	< 0.1%
113.75	1	< 0.1%
100	40	< 0.1%
56.6875	1	< 0.1%

percs_max_payoff
Real number (ℝ)

Distinct	3
Distinct (%)	100.0%
Missing	561181
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	43.89

Minimum	27.08
Maximum	63.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	27.08
5-th percentile	28.497
Q1	34.165
median	41.25
Q3	52.295
95-th percentile	61.131
Maximum	63.34
Range	36.26
Interquartile range (IQR)	18.13

Descriptive statistics

Standard deviation	18.27359023
Coefficient of variation (CV)	0.4163497433
Kurtosis	nan
Mean	43.89
Median Absolute Deviation (MAD)	14.17
Skewness	0.6365494006
Sum	131.67
Variance	333.9241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
63.34	1	< 0.1%
27.08	1	< 0.1%
41.25	1	< 0.1%
(Missing)	561181	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27.08	1	< 0.1%
41.25	1	< 0.1%
63.34	1	< 0.1%

Value	Count	Frequency (%)
63.34	1	< 0.1%
41.25	1	< 0.1%
27.08	1	< 0.1%

dated_date
Categorical

HIGH CARDINALITY MISSING

Distinct	10783
Distinct (%)	2.0%
Missing	17777
Missing (%)	3.2%
Memory size	4.3 MiB

2021-09-30	634
2021-06-30	606
2022-02-28	570
2020-02-28	564
2021-01-29	537
Other values (10778)	540496

Overview
Categories

Unique

Unique	1283 ?
Unique (%)	0.2%

Sample

1st row	1989-11-01
2nd row	1993-10-15
3rd row	1994-01-14
4th row	1994-08-02
5th row	1993-05-15

Common Values

Value	Count	Frequency (%)
2021-09-30	634	0.1%
2021-06-30	606	0.1%
2022-02-28	570	0.1%
2020-02-28	564	0.1%
2021-01-29	537	0.1%
2022-04-29	536	0.1%
2020-01-31	536	0.1%
2020-09-30	531	0.1%
2021-02-26	516	0.1%
2016-06-30	515	0.1%
Other values (10773)	537862	95.8%
(Missing)	17777	3.2%

first_interest_date
Categorical

HIGH CARDINALITY MISSING

Distinct	12379
Distinct (%)	2.8%
Missing	114332
Missing (%)	20.4%
Memory size	4.3 MiB

2004-12-15	510
2005-06-15	497
2003-12-15	493
2004-10-15	488
2004-06-15	477
Other values (12374)	444387

Overview
Categories

Unique

Unique	921 ?
Unique (%)	0.2%

Sample

1st row	1990-05-01
2nd row	1994-04-15
3rd row	1995-02-01
4th row	1993-11-15
5th row	1994-04-15

Common Values

Value	Count	Frequency (%)
2004-12-15	510	0.1%
2005-06-15	497	0.1%
2003-12-15	493	0.1%
2004-10-15	488	0.1%
2004-06-15	477	0.1%
2004-01-15	475	0.1%
2004-09-15	472	0.1%
2005-12-15	452	0.1%
2005-09-15	452	0.1%
2005-03-15	452	0.1%
Other values (12369)	442084	78.8%
(Missing)	114332	20.4%

interest_frequency
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	1435
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.595409728

Minimum	-1
Maximum	99
Zeros	105541
Zeros (%)	18.8%
Negative	174
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	12
Maximum	99
Range	100
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	12.0995973
Coefficient of variation (CV)	2.632974646
Kurtosis	52.05334021
Mean	4.595409728
Median Absolute Deviation (MAD)	2
Skewness	7.065558098
Sum	2572276
Variance	146.4002548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	273178	48.7%
0	105541	18.8%
4	100813	18.0%
12	63957	11.4%
99	8312	1.5%
1	5918	1.1%
14	1216	0.2%
15	574	0.1%
-1	174	< 0.1%
13	46	< 0.1%
(Missing)	1435	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	174	< 0.1%
0	105541	18.8%
1	5918	1.1%
2	273178	48.7%
4	100813	18.0%

Value	Count	Frequency (%)
99	8312	1.5%
16	20	< 0.1%
15	574	0.1%
14	1216	0.2%
13	46	< 0.1%

coupon
Real number (ℝ)

MISSING ZEROS

Distinct	17678
Distinct (%)	3.7%
Missing	80086
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	3.906022517

Minimum	-0.80271
Maximum	97.29865
Zeros	111965
Zeros (%)	20.0%
Negative	5
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-0.80271
5-th percentile	0
Q1	0.32
median	3.25
Q3	6
95-th percentile	10.625
Maximum	97.29865
Range	98.10136
Interquartile range (IQR)	5.68

Descriptive statistics

Standard deviation	3.873341721
Coefficient of variation (CV)	0.9916332288
Kurtosis	16.27480277
Mean	3.906022517
Median Absolute Deviation (MAD)	2.8
Skewness	2.01254556
Sum	1879179.621
Variance	15.00277609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	111965	20.0%
5	8299	1.5%
2	7443	1.3%
3	6953	1.2%
6	6931	1.2%
4	6814	1.2%
1	5393	1.0%
5.5	4754	0.8%
7	4630	0.8%
5.25	4323	0.8%
Other values (17668)	313593	55.9%
(Missing)	80086	14.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.80271	1	< 0.1%
-0.75	1	< 0.1%
-0.375	1	< 0.1%
-0.125	1	< 0.1%
-0.03322	1	< 0.1%

Value	Count	Frequency (%)
97.29865	1	< 0.1%
94.78302	1	< 0.1%
93.84754	7	< 0.1%
93.26785	1	< 0.1%
90.28048	1	< 0.1%

pay_in_kind
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	118847
Missing (%)	21.2%
Memory size	4.3 MiB

N	441800
Y	537

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	441800	78.7%
Y	537	0.1%
(Missing)	118847	21.2%

Common Values (Plot)

pay_in_kind_exp_date
Categorical

HIGH CARDINALITY MISSING

Distinct	244
Distinct (%)	73.7%
Missing	560853
Missing (%)	99.9%
Memory size	4.3 MiB

2003-05-15	7
2003-02-15	4
2018-03-15	4
2016-02-15	4
2011-07-15	4
Other values (239)	308

Overview
Categories

Unique

Unique	182 ?
Unique (%)	55.0%

Sample

1st row	1991-12-31
2nd row	1998-07-15
3rd row	1991-04-06
4th row	1993-10-01
5th row	1995-08-15

Common Values

Value	Count	Frequency (%)
2003-05-15	7	< 0.1%
2003-02-15	4	< 0.1%
2018-03-15	4	< 0.1%
2016-02-15	4	< 0.1%
2011-07-15	4	< 0.1%
2012-11-01	4	< 0.1%
2018-08-15	3	< 0.1%
2018-06-15	3	< 0.1%
2016-10-15	3	< 0.1%
2015-11-01	3	< 0.1%
Other values (234)	292	0.1%
(Missing)	560853	99.9%

coupon_change_indicator
Categorical

Distinct	13
Distinct (%)	< 0.1%
Missing	6
Missing (%)	< 0.1%
Memory size	4.3 MiB

N	402241
F	116453
U	34371
CFFL	5868
R	618
Other values (8)	1627

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	402241	71.7%
F	116453	20.8%
U	34371	6.1%
CFFL	5868	1.0%
R	618	0.1%
CFFI	582	0.1%
D	457	0.1%
T	359	0.1%
C	105	< 0.1%
S	62	< 0.1%
Other values (3)	62	< 0.1%

day_count_basis
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	4334
Missing (%)	0.8%
Memory size	4.3 MiB

30/360	502109
ACT/360	42211
ACT/ACT	9636
ACT/365	2871
ACT/366	23

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	30/360
2nd row	30/360
3rd row	30/360
4th row	30/360
5th row	30/360

Common Values

Value	Count	Frequency (%)
30/360	502109	89.5%
ACT/360	42211	7.5%
ACT/ACT	9636	1.7%
ACT/365	2871	0.5%
ACT/366	23	< 0.1%
(Missing)	4334	0.8%

Common Values (Plot)

last_interest_date
Categorical

HIGH CARDINALITY MISSING

Distinct	15403
Distinct (%)	3.9%
Missing	163278
Missing (%)	29.1%
Memory size	4.3 MiB

2008-09-30	337
2008-06-30	337
2008-06-15	299
2008-02-28	296
2008-04-30	295
Other values (15398)	396342

Overview
Categories

Unique

Unique	2218 ?
Unique (%)	0.6%

Sample

1st row	2001-05-01
2nd row	2003-04-15
3rd row	2009-02-01
4th row	2022-11-15
5th row	2093-04-15

Common Values

Value	Count	Frequency (%)
2008-09-30	337	0.1%
2008-06-30	337	0.1%
2008-06-15	299	0.1%
2008-02-28	296	0.1%
2008-04-30	295	0.1%
2007-08-15	293	0.1%
2010-09-15	282	0.1%
2008-02-15	282	0.1%
2014-06-15	277	< 0.1%
2011-12-15	276	< 0.1%
Other values (15393)	394932	70.4%
(Missing)	163278	29.1%

next_interest_date
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	561184
Missing (%)	100.0%
Memory size	4.3 MiB

currency
Categorical

IMBALANCE MISSING

Distinct	46
Distinct (%)	0.7%
Missing	554471
Missing (%)	98.8%
Memory size	4.3 MiB

EUR	2651
CAD	2080
GBP	634
JPY	295
AUD	121
Other values (41)	932

Overview
Categories

Unique

Unique	8 ?
Unique (%)	0.1%

Sample

1st row	CAD
2nd row	CAD
3rd row	CAD
4th row	CAD
5th row	CAD

Common Values

Value	Count	Frequency (%)
EUR	2651	0.5%
CAD	2080	0.4%
GBP	634	0.1%
JPY	295	0.1%
AUD	121	< 0.1%
ZAR	109	< 0.1%
NOK	90	< 0.1%
PLN	89	< 0.1%
CZK	87	< 0.1%
CHF	77	< 0.1%
Other values (36)	480	0.1%
(Missing)	554471	98.8%

amt_offered
Real number (ℝ)

MISSING SKEWED

Distinct	318
Distinct (%)	4.7%
Missing	554471
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	1552047.583

Minimum	-200
Maximum	2000000000
Zeros	5488
Zeros (%)	1.0%
Negative	1
Negative (%)	< 0.1%
Memory size	4.3 MiB

Quantile statistics

Minimum	-200
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1000000
Maximum	2000000000
Range	2000000200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	36777154.27
Coefficient of variation (CV)	23.69589352
Kurtosis	2494.311196
Mean	1552047.583
Median Absolute Deviation (MAD)	0
Skewness	48.4082822
Sum	1.041889543 × 10¹⁰
Variance	1.352559076 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5488	1.0%
500000	174	< 0.1%
1000000	107	< 0.1%
750000	75	< 0.1%
600000	54	< 0.1%
300000	46	< 0.1%
250000	41	< 0.1%
1250000	38	< 0.1%
200000	35	< 0.1%
700000	28	< 0.1%
Other values (308)	627	0.1%
(Missing)	554471	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-200	1	< 0.1%
0	5488	1.0%
4000	1	< 0.1%
4554	1	< 0.1%
4900	1	< 0.1%

Value	Count	Frequency (%)
2000000000	1	< 0.1%
1924515000	1	< 0.1%
1000000000	1	< 0.1%
354074000	1	< 0.1%
225523000	1	< 0.1%

conversion_rate
Real number (ℝ)

Distinct	33
Distinct (%)	68.8%
Missing	561136
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	971099.0332

Minimum	0
Maximum	20000000
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.1386
Q3	7632.5
95-th percentile	4720000
Maximum	20000000
Range	20000000
Interquartile range (IQR)	7632.5

Descriptive statistics

Standard deviation	3729777.822
Coefficient of variation (CV)	3.84078008
Kurtosis	19.60173844
Mean	971099.0332
Median Absolute Deviation (MAD)	1.1386
Skewness	4.427216553
Sum	46612753.59
Variance	1.39112426 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	14	< 0.1%
300000	2	< 0.1%
1.1386	2	< 0.1%
9980	1	< 0.1%
5000000	1	< 0.1%
30000	1	< 0.1%
4200000	1	< 0.1%
100000	1	< 0.1%
105.3	1	< 0.1%
16000000	1	< 0.1%
Other values (23)	23	< 0.1%
(Missing)	561136	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	< 0.1%
0.7285	1	< 0.1%
0.7329	1	< 0.1%
0.75	1	< 0.1%
0.8796	1	< 0.1%

Value	Count	Frequency (%)
20000000	1	< 0.1%
16000000	1	< 0.1%
5000000	1	< 0.1%
4200000	1	< 0.1%
500000	1	< 0.1%

consolidation_merger
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

Y	35649
N	10103

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	35649	6.4%
N	10103	1.8%
(Missing)	515432	91.8%

Common Values (Plot)

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	41245
Y	4507

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	41245	7.3%
Y	4507	0.8%
(Missing)	515432	91.8%

Common Values (Plot)

funded_debt_is
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45388
Y	364

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45388	8.1%
Y	364	0.1%
(Missing)	515432	91.8%

Common Values (Plot)

indebtedness_is
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	35192
Y	10560

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	35192	6.3%
Y	10560	1.9%
(Missing)	515432	91.8%

Common Values (Plot)

investments
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	44860
Y	892

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	44860	8.0%
Y	892	0.2%
(Missing)	515432	91.8%

Common Values (Plot)

liens_is
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	42161
Y	3591

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	42161	7.5%
Y	3591	0.6%
(Missing)	515432	91.8%

Common Values (Plot)

maintenance_net_worth
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45010
Y	742

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45010	8.0%
Y	742	0.1%
(Missing)	515432	91.8%

Common Values (Plot)

restricted_payments
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	37329
Y	8423

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37329	6.7%
Y	8423	1.5%
(Missing)	515432	91.8%

Common Values (Plot)

sales_leaseback_is
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	32224
Y	13528

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	32224	5.7%
Y	13528	2.4%
(Missing)	515432	91.8%

Common Values (Plot)

sale_assets
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

Y	35453
N	10299

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	35453	6.3%
N	10299	1.8%
(Missing)	515432	91.8%

Common Values (Plot)

senior_debt_issuance
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45491
Y	261

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45491	8.1%
Y	261	< 0.1%
(Missing)	515432	91.8%

Common Values (Plot)

stock_issuance_issuer
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	44729
Y	1023

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	44729	8.0%
Y	1023	0.2%
(Missing)	515432	91.8%

Common Values (Plot)

stock_transfer_sale_disp
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	44061
Y	1691

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	44061	7.9%
Y	1691	0.3%
(Missing)	515432	91.8%

Common Values (Plot)

subordinated_debt_issuance
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	44486
Y	1266

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	44486	7.9%
Y	1266	0.2%
(Missing)	515432	91.8%

Common Values (Plot)

transaction_affiliates
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	37226
Y	8526

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	37226	6.6%
Y	8526	1.5%
(Missing)	515432	91.8%

Common Values (Plot)

net_earnings_test_issuance
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	44979
Y	773

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	44979	8.0%
Y	773	0.1%
(Missing)	515432	91.8%

Common Values (Plot)

fixed_charge_coverage_is
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	41627
Y	4125

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	41627	7.4%
Y	4125	0.7%
(Missing)	515432	91.8%

Common Values (Plot)

leverage_test_is
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45715
Y	37

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45715	8.1%
Y	37	< 0.1%
(Missing)	515432	91.8%

Common Values (Plot)

issuer_id_affected
Real number (ℝ)

Distinct	602
Distinct (%)	51.9%
Missing	560023
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	11956.29113

Minimum	45
Maximum	38239
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	45
5-th percentile	875
Q1	2481
median	5738
Q3	23123
95-th percentile	34316
Maximum	38239
Range	38194
Interquartile range (IQR)	20642

Descriptive statistics

Standard deviation	12005.27018
Coefficient of variation (CV)	1.004096509
Kurtosis	-0.8599613964
Mean	11956.29113
Median Absolute Deviation (MAD)	4269
Skewness	0.8563850647
Sum	13881254
Variance	144126512.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2313	44	< 0.1%
3185	33	< 0.1%
5144	19	< 0.1%
1007	18	< 0.1%
11758	17	< 0.1%
6178	15	< 0.1%
1496	9	< 0.1%
1898	9	< 0.1%
35258	8	< 0.1%
34061	8	< 0.1%
Other values (592)	981	0.2%
(Missing)	560023	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	2	< 0.1%
124	1	< 0.1%
168	1	< 0.1%
219	1	< 0.1%
237	5	< 0.1%

Value	Count	Frequency (%)
38239	2	< 0.1%
36576	1	< 0.1%
36375	1	< 0.1%
36200	1	< 0.1%
36146	1	< 0.1%

filing_date
Categorical

HIGH CARDINALITY MISSING

Distinct	460
Distinct (%)	39.6%
Missing	560023
Missing (%)	99.8%
Memory size	4.3 MiB

2002-01-22	44
2001-04-06	33
2002-07-21	32
2001-03-07	30
2002-05-08	23
Other values (455)	999

Overview
Categories

Unique

Unique	242 ?
Unique (%)	20.8%

Sample

1st row	1998-09-28
2nd row	1999-06-25
3rd row	1999-12-01
4th row	1996-01-05
5th row	1996-01-05

Common Values

Value	Count	Frequency (%)
2002-01-22	44	< 0.1%
2001-04-06	33	< 0.1%
2002-07-21	32	< 0.1%
2001-03-07	30	< 0.1%
2002-05-08	23	< 0.1%
2001-07-16	22	< 0.1%
2003-09-14	17	< 0.1%
2003-06-20	16	< 0.1%
2002-12-18	13	< 0.1%
2001-10-01	13	< 0.1%
Other values (450)	918	0.2%
(Missing)	560023	99.8%

settlement
Categorical

HIGH CARDINALITY MISSING

Distinct	541
Distinct (%)	48.9%
Missing	560077
Missing (%)	99.8%
Memory size	4.3 MiB

LIQUIDATION.	47
HOLDERS WILL REC APPX 29% OF THE STOCK OF THE REORG KMART.	43
100% INITIAL EQUITY OF NTL UK & IRELAND, APPX 86.5% NTL EUROCO.	19
SR NT $400MM W/ AN INT RATE OF 3 MO AVE LIBOR + 3% & $500MM 11%.	18
BOND HOLDERS WILL GET .36CENTS OF NEW DEBT & EQUITY FOR EACH $.	17
Other values (536)	963

Overview
Categories

Unique

Unique	367 ?
Unique (%)	33.2%

Sample

1st row	$1,000 PRIN AMT OF NT, HLDR WILL REC $10.213 IN CASH PRIN & INT.
2nd row	HLDG'S REC 45% FACE AMT, 6% NEW NOTES & STOCK IN NEW COMPANY.
3rd row	US GOVN'MT GUARANTEED SHIP FINANCING. SHIP CHG'D GOVN'MT AGENCY.
4th row	NO SETTLEMENT
5th row	CANCELED / WILL RECEIVE NEW COMMON STOCK AND WARRANTS

Common Values

Value	Count	Frequency (%)
LIQUIDATION.	47	< 0.1%
HOLDERS WILL REC APPX 29% OF THE STOCK OF THE REORG KMART.	43	< 0.1%
100% INITIAL EQUITY OF NTL UK & IRELAND, APPX 86.5% NTL EUROCO.	19	< 0.1%
SR NT $400MM W/ AN INT RATE OF 3 MO AVE LIBOR + 3% & $500MM 11%.	18	< 0.1%
BOND HOLDERS WILL GET .36CENTS OF NEW DEBT & EQUITY FOR EACH $.	17	< 0.1%
RESTRUCTURED INTO NEW SR NOTES OF FINOVA.	17	< 0.1%
CREDITORS WILL REC A COMBINATION OF CASH AND NEW NTS.	16	< 0.1%
SALE OF ASSETS.	16	< 0.1%
NO INFORMATION.	15	< 0.1%
PROPOSED $568MM SALE OF ALL COMPANY ASSETS TO KPNQWEST NV.	11	< 0.1%
Other values (531)	888	0.2%
(Missing)	560077	99.8%

other_sec_type
Categorical

Distinct	6
Distinct (%)	20.0%
Missing	561154
Missing (%)	> 99.9%
Memory size	4.3 MiB

PC	13
CS	10
CSB	4
DEB	1
PS	1

Overview
Categories

Unique

Unique	3 ?
Unique (%)	10.0%

Sample

1st row	CSB
2nd row	CS
3rd row	CS
4th row	CS
5th row	CS

Common Values

Value	Count	Frequency (%)
PC	13	< 0.1%
CS	10	< 0.1%
CSB	4	< 0.1%
DEB	1	< 0.1%
PS	1	< 0.1%
CSA	1	< 0.1%
(Missing)	561154	> 99.9%

Common Values (Plot)

other_sec_issuer
Categorical

Distinct	50
Distinct (%)	64.9%
Missing	561107
Missing (%)	> 99.9%
Memory size	4.3 MiB

COMMON STOCK	19
UNITED MEXICAN STATES	6
TEXAS UTILITIES CO	2
PPL CORPORATION	2
ONO FINANCE PLC	2
Other values (45)	46

Overview
Categories

Unique

Unique	44 ?
Unique (%)	57.1%

Sample

1st row	AFFILIATED NEWSPAPERS
2nd row	COMMON STOCK
3rd row	AFCA COMMON STOCK
4th row	COMMON STOCK
5th row	COMMON STOCK

Common Values

Value	Count	Frequency (%)
COMMON STOCK	19	< 0.1%
UNITED MEXICAN STATES	6	< 0.1%
TEXAS UTILITIES CO	2	< 0.1%
PPL CORPORATION	2	< 0.1%
ONO FINANCE PLC	2	< 0.1%
SMITTYS SUPERMARKET INC. COMMON STOCK CL	2	< 0.1%
KAUFMAN & BROAD HOME	1	< 0.1%
LINCOLN NATIONAL CORP	1	< 0.1%
MONSANTO CO	1	< 0.1%
ARGENTINAL REP	1	< 0.1%
Other values (40)	40	< 0.1%
(Missing)	561107	> 99.9%

sec_cusip
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	561173
Missing (%)	> 99.9%
Memory size	4.3 MiB

quantity
Real number (ℝ)

Distinct	49
Distinct (%)	62.8%
Missing	561106
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	1608059.834

Minimum	0
Maximum	20000000
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.4538
Q1	5
median	20
Q3	12675
95-th percentile	11435144.95
Maximum	20000000
Range	20000000
Interquartile range (IQR)	12670

Descriptive statistics

Standard deviation	4488069.351
Coefficient of variation (CV)	2.790984051
Kurtosis	9.19406511
Mean	1608059.834
Median Absolute Deviation (MAD)	19.904
Skewness	3.129573308
Sum	125428667.1
Variance	2.01427665 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
1	7	< 0.1%
2	4	< 0.1%
10	4	< 0.1%
9000	3	< 0.1%
9	3	< 0.1%
20	3	< 0.1%
0	3	< 0.1%
5	3	< 0.1%
100	3	< 0.1%
2578470	2	< 0.1%
Other values (39)	43	< 0.1%
(Missing)	561106	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.192	1	< 0.1%
0.5	1	< 0.1%
1	7	< 0.1%
1.723	1	< 0.1%

Value	Count	Frequency (%)
20000000	2	< 0.1%
17500000	1	< 0.1%
16500000	1	< 0.1%
10541347	1	< 0.1%
9769923	1	< 0.1%

date_transferable
Categorical

Distinct	22
Distinct (%)	73.3%
Missing	561154
Missing (%)	> 99.9%
Memory size	4.3 MiB

1992-07-01	6
2000-05-06	2
2001-05-09	2
1994-09-15	2
2001-10-31	1
Other values (17)	17

Overview
Categories

Unique

Unique	18 ?
Unique (%)	60.0%

Sample

1st row	1994-07-20
2nd row	1985-09-30
3rd row	1985-07-02
4th row	1994-07-13
5th row	1994-09-15

Common Values

Value	Count	Frequency (%)
1992-07-01	6	< 0.1%
2000-05-06	2	< 0.1%
2001-05-09	2	< 0.1%
1994-09-15	2	< 0.1%
2001-10-31	1	< 0.1%
2001-06-19	1	< 0.1%
2001-03-21	1	< 0.1%
2000-08-22	1	< 0.1%
2000-06-28	1	< 0.1%
2000-06-16	1	< 0.1%
Other values (12)	12	< 0.1%
(Missing)	561154	> 99.9%

date_subj_adjustment
Categorical

Distinct	2
Distinct (%)	6.7%
Missing	561154
Missing (%)	> 99.9%
Memory size	4.3 MiB

N	19
Y	11

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	N
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
N	19	< 0.1%
Y	11	< 0.1%
(Missing)	561154	> 99.9%

Common Values (Plot)

market_price
Real number (ℝ)

Distinct	29
Distinct (%)	49.2%
Missing	561125
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	6.473644068

Minimum	0
Maximum	51
Zeros	28
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10.25
95-th percentile	22.4875
Maximum	51
Range	51
Interquartile range (IQR)	10.25

Descriptive statistics

Standard deviation	9.729837323
Coefficient of variation (CV)	1.502992321
Kurtosis	6.966728533
Mean	6.473644068
Median Absolute Deviation (MAD)	1
Skewness	2.2889427
Sum	381.945
Variance	94.66973434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	28	< 0.1%
15.41	2	< 0.1%
8	2	< 0.1%
9.75	2	< 0.1%
9.5	1	< 0.1%
29.125	1	< 0.1%
21.25	1	< 0.1%
10.75	1	< 0.1%
5.375	1	< 0.1%
1.375	1	< 0.1%
Other values (19)	19	< 0.1%
(Missing)	561125	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	< 0.1%
0.5	1	< 0.1%
1	1	< 0.1%
1.375	1	< 0.1%
2.5	1	< 0.1%

Value	Count	Frequency (%)
51	1	< 0.1%
30.875	1	< 0.1%
29.125	1	< 0.1%
21.75	1	< 0.1%
21.25	1	< 0.1%

allocated_offering_price_other
Real number (ℝ)

Distinct	29
Distinct (%)	43.9%
Missing	561118
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	53.35483333

Minimum	0
Maximum	1156
Zeros	35
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	15.8525
95-th percentile	294
Maximum	1156
Range	1156
Interquartile range (IQR)	15.8525

Descriptive statistics

Standard deviation	160.9600562
Coefficient of variation (CV)	3.016784913
Kurtosis	34.5378874
Mean	53.35483333
Median Absolute Deviation (MAD)	0
Skewness	5.380021942
Sum	3521.419
Variance	25908.1397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	35	< 0.1%
12.375	2	< 0.1%
195	2	< 0.1%
15.41	2	< 0.1%
200	1	< 0.1%
24.73	1	< 0.1%
1.459	1	< 0.1%
0.4	1	< 0.1%
0.24	1	< 0.1%
1156	1	< 0.1%
Other values (19)	19	< 0.1%
(Missing)	561118	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35	< 0.1%
0.067	1	< 0.1%
0.24	1	< 0.1%
0.353	1	< 0.1%
0.4	1	< 0.1%

Value	Count	Frequency (%)
1156	1	< 0.1%
352.5	1	< 0.1%
323	1	< 0.1%
304.5	1	< 0.1%
262.5	1	< 0.1%

overallotment_expiration_date
Categorical

HIGH CARDINALITY MISSING

Distinct	3023
Distinct (%)	69.1%
Missing	556812
Missing (%)	99.2%
Memory size	4.3 MiB

2020-06-01	13
2004-03-11	6
2008-01-05	6
2003-06-20	6
2006-05-12	5
Other values (3018)	4336

Overview
Categories

Unique

Unique	2086 ?
Unique (%)	47.7%

Sample

1st row	1994-01-14
2nd row	1994-02-20
3rd row	1992-04-20
4th row	1992-04-12
5th row	2002-01-15

Common Values

Value	Count	Frequency (%)
2020-06-01	13	< 0.1%
2004-03-11	6	< 0.1%
2008-01-05	6	< 0.1%
2003-06-20	6	< 0.1%
2006-05-12	5	< 0.1%
2021-03-18	5	< 0.1%
2017-09-16	5	< 0.1%
2006-12-15	5	< 0.1%
2003-06-14	5	< 0.1%
2003-06-29	5	< 0.1%
Other values (3013)	4311	0.8%
(Missing)	556812	99.2%

exercised
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	557173
Missing (%)	99.3%
Memory size	4.3 MiB

Y	3217
N	794

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	3217	0.6%
N	794	0.1%
(Missing)	557173	99.3%

Common Values (Plot)

exercised_date
Categorical

HIGH CARDINALITY MISSING

Distinct	2388
Distinct (%)	75.4%
Missing	558015
Missing (%)	99.4%
Memory size	4.3 MiB

2003-07-30	6
2021-03-16	6
2003-07-02	6
2009-10-01	6
1999-01-14	5
Other values (2383)	3140

Overview
Categories

Unique

Unique	1798 ?
Unique (%)	56.7%

Sample

1st row	1994-02-20
2nd row	1992-04-20
3rd row	1992-04-12
4th row	1995-01-04
5th row	1992-07-05

Common Values

Value	Count	Frequency (%)
2003-07-30	6	< 0.1%
2021-03-16	6	< 0.1%
2003-07-02	6	< 0.1%
2009-10-01	6	< 0.1%
1999-01-14	5	< 0.1%
2003-06-30	5	< 0.1%
2019-10-31	5	< 0.1%
2003-06-23	5	< 0.1%
2020-05-22	5	< 0.1%
2003-06-16	5	< 0.1%
Other values (2378)	3115	0.6%
(Missing)	558015	99.4%

amount
Real number (ℝ)

MISSING SKEWED

Distinct	654
Distinct (%)	15.3%
Missing	556902
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	167573.4081

Minimum	0
Maximum	210245000
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1650
Q1	11250
median	25000
Q3	50000
95-th percentile	150000
Maximum	210245000
Range	210245000
Interquartile range (IQR)	38750

Descriptive statistics

Standard deviation	3660998.14
Coefficient of variation (CV)	21.84713065
Kurtosis	2604.658668
Mean	167573.4081
Median Absolute Deviation (MAD)	17500
Skewness	47.88437067
Sum	717549333.4
Variance	1.340290738 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15000	311	0.1%
25000	303	0.1%
50000	252	< 0.1%
30000	223	< 0.1%
75000	180	< 0.1%
22500	136	< 0.1%
45000	134	< 0.1%
10000	121	< 0.1%
37500	112	< 0.1%
20000	109	< 0.1%
Other values (644)	2401	0.4%
(Missing)	556902	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	< 0.1%
12	1	< 0.1%
22	1	< 0.1%
23	2	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
210245000	1	< 0.1%
82500000	1	< 0.1%
48750000	1	< 0.1%
37500000	1	< 0.1%
30000000	1	< 0.1%

notification_period
Categorical

HIGH CARDINALITY MISSING

Distinct	462
Distinct (%)	22.2%
Missing	559100
Missing (%)	99.6%
Memory size	4.3 MiB

1-20 BUSINESS DAYS	483
20 BUSINESS DAYS	192
30 DAYS	179
30-60 DAYS	100
20 DAYS	67
Other values (457)	1063

Overview
Categories

Unique

Unique	315 ?
Unique (%)	15.1%

Sample

1st row	20 DAYS
2nd row	30 DAYS
3rd row	07/15 - 08/01
4th row	30-60 DAYS
5th row	12/16 - 01/15

Common Values

Value	Count	Frequency (%)
1-20 BUSINESS DAYS	483	0.1%
20 BUSINESS DAYS	192	< 0.1%
30 DAYS	179	< 0.1%
30-60 DAYS	100	< 0.1%
20 DAYS	67	< 0.1%
SEE FOOTNOTE	31	< 0.1%
0-20 BUSINESS DAYS	29	< 0.1%
5-20 BUSINESS DAYS	29	< 0.1%
30 BUSINESS DAYS	24	< 0.1%
15 30	23	< 0.1%
Other values (452)	927	0.2%
(Missing)	559100	99.6%

next_put_date
Categorical

HIGH CARDINALITY MISSING

Distinct	153
Distinct (%)	63.5%
Missing	560943
Missing (%)	> 99.9%
Memory size	4.3 MiB

2023-11-04	7
2022-12-15	6
2022-11-27	6
2024-10-26	6
2022-11-15	5
Other values (148)	211

Overview
Categories

Unique

Unique	109 ?
Unique (%)	45.2%

Sample

1st row	2022-08-15
2nd row	2022-09-15
3rd row	2022-09-01
4th row	2023-01-01
5th row	2023-08-01

Common Values

Value	Count	Frequency (%)
2023-11-04	7	< 0.1%
2022-12-15	6	< 0.1%
2022-11-27	6	< 0.1%
2024-10-26	6	< 0.1%
2022-11-15	5	< 0.1%
2022-09-15	5	< 0.1%
2022-08-15	5	< 0.1%
2023-12-21	4	< 0.1%
2023-02-07	4	< 0.1%
2023-02-15	4	< 0.1%
Other values (143)	189	< 0.1%
(Missing)	560943	> 99.9%

next_put_price
Real number (ℝ)

Distinct	13
Distinct (%)	5.3%
Missing	560941
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	99.37262934

Minimum	48.47231
Maximum	110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	48.47231
5-th percentile	98
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	110
Range	61.52769
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.762159893
Coefficient of variation (CV)	0.03785911591
Kurtosis	145.390164
Mean	99.37262934
Median Absolute Deviation (MAD)	0
Skewness	-11.22781629
Sum	24147.54893
Variance	14.15384706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	194	< 0.1%
98	35	< 0.1%
99	4	< 0.1%
98.14	1	< 0.1%
76.1	1	< 0.1%
99.5	1	< 0.1%
99.625	1	< 0.1%
99.125	1	< 0.1%
99.75	1	< 0.1%
96.81462	1	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	560941	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
48.47231	1	< 0.1%
76.1	1	< 0.1%
94.022	1	< 0.1%
96.81462	1	< 0.1%
98	35	< 0.1%

Value	Count	Frequency (%)
110	1	< 0.1%
100	194	< 0.1%
99.75	1	< 0.1%
99.625	1	< 0.1%
99.5	1	< 0.1%

borrowing_restricted
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45688
Y	64

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45688	8.1%
Y	64	< 0.1%
(Missing)	515432	91.8%

Common Values (Plot)

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	38162
Y	7590

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	38162	6.8%
Y	7590	1.4%
(Missing)	515432	91.8%

Common Values (Plot)

funded_debt_sub
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45363
Y	389

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45363	8.1%
Y	389	0.1%
(Missing)	515432	91.8%

Common Values (Plot)

indebtedness_sub
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	35246
Y	10506

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	35246	6.3%
Y	10506	1.9%
(Missing)	515432	91.8%

Common Values (Plot)

stock_issuance
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	42584
Y	3168

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	42584	7.6%
Y	3168	0.6%
(Missing)	515432	91.8%

Common Values (Plot)

preferred_stock_issuance
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	42113
Y	3639

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	42113	7.5%
Y	3639	0.6%
(Missing)	515432	91.8%

Common Values (Plot)

investments_unrestricted_subs
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45148
Y	604

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45148	8.0%
Y	604	0.1%
(Missing)	515432	91.8%

Common Values (Plot)

sale_xfer_assets_unrestricted
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45615
Y	137

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45615	8.1%
Y	137	< 0.1%
(Missing)	515432	91.8%

Common Values (Plot)

subsidiary_redesignation
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	43499
Y	2253

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	43499	7.8%
Y	2253	0.4%
(Missing)	515432	91.8%

Common Values (Plot)

subsidiary_guarantee
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	40935
Y	4817

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	Y

Common Values

Value	Count	Frequency (%)
N	40935	7.3%
Y	4817	0.9%
(Missing)	515432	91.8%

Common Values (Plot)

sales_leaseback_sub
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	32891
Y	12861

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	Y
3rd row	N
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
N	32891	5.9%
Y	12861	2.3%
(Missing)	515432	91.8%

Common Values (Plot)

liens_sub
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	42692
Y	3060

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	42692	7.6%
Y	3060	0.5%
(Missing)	515432	91.8%

Common Values (Plot)

fixed_charge_coverage_sub
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	41694
Y	4058

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	41694	7.4%
Y	4058	0.7%
(Missing)	515432	91.8%

Common Values (Plot)

leverage_test_sub
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	515432
Missing (%)	91.8%
Memory size	4.3 MiB

N	45729
Y	23

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	45729	8.1%
Y	23	< 0.1%
(Missing)	515432	91.8%

Common Values (Plot)

unit_cusip
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	560998
Missing (%)	> 99.9%
Memory size	4.3 MiB

total_units_offered
Real number (ℝ)

Distinct	117
Distinct (%)	69.6%
Missing	561016
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	957131.5893

Minimum	0
Maximum	20000000
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	79.2
Q1	24500
median	125000
Q3	303500
95-th percentile	3867229.6
Maximum	20000000
Range	20000000
Interquartile range (IQR)	279000

Descriptive statistics

Standard deviation	3212874.904
Coefficient of variation (CV)	3.356774491
Kurtosis	22.46410593
Mean	957131.5893
Median Absolute Deviation (MAD)	114626
Skewness	4.713944539
Sum	160798107
Variance	1.032256515 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	10	< 0.1%
300000	7	< 0.1%
0	5	< 0.1%
125000	3	< 0.1%
6000	3	< 0.1%
9000	3	< 0.1%
80000	3	< 0.1%
225000	3	< 0.1%
105000	3	< 0.1%
50000	3	< 0.1%
Other values (107)	125	< 0.1%
(Missing)	561016	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	1	< 0.1%
20	1	< 0.1%
35	1	< 0.1%
75	1	< 0.1%

Value	Count	Frequency (%)
20000000	2	< 0.1%
17500000	1	< 0.1%
16500000	1	< 0.1%
14000000	1	< 0.1%
10541347	1	< 0.1%

principal_amt_per_unit
Real number (ℝ)

Distinct	28
Distinct (%)	18.1%
Missing	561029
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	1014.614523

Minimum	0
Maximum	20000
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	307.4935
median	1000
Q3	1000
95-th percentile	1000
Maximum	20000
Range	20000
Interquartile range (IQR)	692.5065

Descriptive statistics

Standard deviation	1947.507728
Coefficient of variation (CV)	1.919455798
Kurtosis	64.19708134
Mean	1014.614523
Median Absolute Deviation (MAD)	0
Skewness	7.428510541
Sum	157265.251
Variance	3792786.351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
1000	99	< 0.1%
50	15	< 0.1%
25	9	< 0.1%
0	4	< 0.1%
10	3	< 0.1%
100	2	< 0.1%
10000	2	< 0.1%
104.987	1	< 0.1%
996.13	1	< 0.1%
40	1	< 0.1%
Other values (18)	18	< 0.1%
(Missing)	561029	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
10	3	< 0.1%
25	9	< 0.1%
40	1	< 0.1%
41.5	1	< 0.1%

Value	Count	Frequency (%)
20000	1	< 0.1%
10000	2	< 0.1%
5000	1	< 0.1%
3750	1	< 0.1%
1000	99	< 0.1%

allocated_offering_price_unit
Real number (ℝ)

Distinct	84
Distinct (%)	38.9%
Missing	560968
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	426.6437591

Minimum	0
Maximum	41303
Zeros	112
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	4.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	486.915
95-th percentile	984.1475
Maximum	41303
Range	41303
Interquartile range (IQR)	486.915

Descriptive statistics

Standard deviation	2833.450926
Coefficient of variation (CV)	6.641257175
Kurtosis	204.1446634
Mean	426.6437591
Median Absolute Deviation (MAD)	0
Skewness	14.11041286
Sum	92155.05196
Variance	8028444.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	< 0.1%
50	8	< 0.1%
25	6	< 0.1%
87.625	2	< 0.1%
977.5	2	< 0.1%
100	2	< 0.1%
945.5	2	< 0.1%
805	2	< 0.1%
863.93	2	< 0.1%
984.59	2	< 0.1%
Other values (74)	76	< 0.1%
(Missing)	560968	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	112	< 0.1%
0.27	1	< 0.1%
9.933	1	< 0.1%
10	2	< 0.1%
23.541	1	< 0.1%

Value	Count	Frequency (%)
41303	1	< 0.1%
4738.87	1	< 0.1%
1000	2	< 0.1%
998.64	1	< 0.1%
988.73	1	< 0.1%

Overview

Variables

Common Values

Common Values

Common Values

Common Values

Common Values

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values (Plot)

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Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values (Plot)

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Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values (Plot)

Common Values

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values

Common Values

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

Common Values

Common Values (Plot)

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Common Values

Common Values (Plot)

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Common Values (Plot)

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